jszgz
commented
5 years ago The issue was caused because binary cross entropy expected the input values to be between 0~1, but receiving wrong value. What's the best way to solve this? @hanzhanggit
Open jszgz opened 5 years ago
jszgz
commented
5 years ago The issue was caused because binary cross entropy expected the input values to be between 0~1, but receiving wrong value. What's the best way to solve this? @hanzhanggit
yhlleo
commented
4 years ago I delete the Sigmoid() layers in the discriminators and use BCEWithLogitsLoss() to replace BCELoss(). Then, the problem disappears.
furukawayuan-Yao
commented
4 years ago The issue was caused because binary cross entropy expected the input values to be between 0~1, but receiving wrong value. What's the best way to solve this? @hanzhanggit
I add the Sigmoid() layer in discriminator and the generator ,and the issue disappeared.
[219/600][368] Loss_D: 1.21 Loss_G: 47.18 Loss_KL: 9.08 Time: 264.67s
/pytorch/aten/src/THCUNN/BCECriterion.cu:42: Acctype bce_functor<Dtype, Acctype>::operator()(Tuple) [with Tuple = thrust::detail::tuple_of_iterator_references<thrust::device_reference, thrust::device_reference, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type>, Dtype = float, Acctype = float]: block: [0,0,0], thread: [0,0,0] Assertion , thrust::device_reference, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type>, Dtype = float, Acctype = float]: block: [0,0,0], thread: [1,0,0] Assertion , thrust::device_reference, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type>, Dtype = float, Acctype = float]: block: [0,0,0], thread: [2,0,0] Assertion , thrust::device_reference, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type>, Dtype = float, Acctype = float]: block: [0,0,0], thread: [3,0,0] Assertion , thrust::device_reference, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type>, Dtype = float, Acctype = float]: block: [0,0,0], thread: [4,0,0] Assertion , thrust::device_reference, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type>, Dtype = float, Acctype = float]: block: [0,0,0], thread: [5,0,0] Assertion , thrust::device_reference, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type>, Dtype = float, Acctype = float]: block: [0,0,0], thread: [6,0,0] Assertion , thrust::device_reference, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type>, Dtype = float, Acctype = float]: block: [0,0,0], thread: [7,0,0] Assertion , thrust::device_reference, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type>, Dtype = float, Acctype = float]: block: [0,0,0], thread: [8,0,0] Assertion , thrust::device_reference, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type>, Dtype = float, Acctype = float]: block: [0,0,0], thread: [9,0,0] Assertion , thrust::device_reference, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type>, Dtype = float, Acctype = float]: block: [0,0,0], thread: [10,0,0] Assertion , thrust::device_reference, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type>, Dtype = float, Acctype = float]: block: [0,0,0], thread: [11,0,0] Assertion , thrust::device_reference, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type>, Dtype = float, Acctype = float]: block: [0,0,0], thread: [12,0,0] Assertion , thrust::device_reference, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type>, Dtype = float, Acctype = float]: block: [0,0,0], thread: [13,0,0] Assertion , thrust::device_reference, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type>, Dtype = float, Acctype = float]: block: [0,0,0], thread: [14,0,0] Assertion , thrust::device_reference, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type>, Dtype = float, Acctype = float]: block: [0,0,0], thread: [15,0,0] Assertion , thrust::device_reference, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type>, Dtype = float, Acctype = float]: block: [0,0,0], thread: [16,0,0] Assertion , thrust::device_reference, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type>, Dtype = float, Acctype = float]: block: [0,0,0], thread: [17,0,0] Assertion , thrust::device_reference, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type>, Dtype = float, Acctype = float]: block: [0,0,0], thread: [18,0,0] Assertion , thrust::device_reference, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type>, Dtype = float, Acctype = float]: block: [0,0,0], thread: [19,0,0] Assertion , thrust::device_reference, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type>, Dtype = float, Acctype = float]: block: [0,0,0], thread: [20,0,0] Assertion , thrust::device_reference, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type>, Dtype = float, Acctype = float]: block: [0,0,0], thread: [21,0,0] Assertion , thrust::device_reference, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type>, Dtype = float, Acctype = float]: block: [0,0,0], thread: [22,0,0] Assertion , thrust::device_reference, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type, thrust::null_type>, Dtype = float, Acctype = float]: block: [0,0,0], thread: [23,0,0] Assertion
algo.train()
File "/home/wt/pycharmprojects/StackGAN-v2-master/code/trainer.py", line 733, in train
errD = self.train_Dnet(i, count)
File "/home/wt/pycharmprojects/StackGAN-v2-master/code/trainer.py", line 596, in train_Dnet
errD_wrong = criterion(wrong_logits[0], fake_labels)
File "/usr/local/anaconda3/envs/wtstackgan/lib/python2.7/site-packages/torch/nn/modules/module.py", line 493, in call
result = self.forward(*input, **kwargs)
File "/usr/local/anaconda3/envs/wtstackgan/lib/python2.7/site-packages/torch/nn/modules/loss.py", line 512, in forward
return F.binary_cross_entropy(input, target, weight=self.weight, reduction=self.reduction)
File "/usr/local/anaconda3/envs/wtstackgan/lib/python2.7/site-packages/torch/nn/functional.py", line 2113, in binary_cross_entropy
input, target, weight, reduction_enum)
RuntimeError: reduce failed to synchronize: device-side assert triggered
input >= 0. && input <= 1.failed. /pytorch/aten/src/THCUNN/BCECriterion.cu:42: Acctype bce_functor<Dtype, Acctype>::operator()(Tuple) [with Tuple = thrust::detail::tuple_of_iterator_references<thrust::device_referenceinput >= 0. && input <= 1.failed. /pytorch/aten/src/THCUNN/BCECriterion.cu:42: Acctype bce_functor<Dtype, Acctype>::operator()(Tuple) [with Tuple = thrust::detail::tuple_of_iterator_references<thrust::device_referenceinput >= 0. && input <= 1.failed. /pytorch/aten/src/THCUNN/BCECriterion.cu:42: Acctype bce_functor<Dtype, Acctype>::operator()(Tuple) [with Tuple = thrust::detail::tuple_of_iterator_references<thrust::device_referenceinput >= 0. && input <= 1.failed. /pytorch/aten/src/THCUNN/BCECriterion.cu:42: Acctype bce_functor<Dtype, Acctype>::operator()(Tuple) [with Tuple = thrust::detail::tuple_of_iterator_references<thrust::device_referenceinput >= 0. && input <= 1.failed. /pytorch/aten/src/THCUNN/BCECriterion.cu:42: Acctype bce_functor<Dtype, Acctype>::operator()(Tuple) [with Tuple = thrust::detail::tuple_of_iterator_references<thrust::device_referenceinput >= 0. && input <= 1.failed. /pytorch/aten/src/THCUNN/BCECriterion.cu:42: Acctype bce_functor<Dtype, Acctype>::operator()(Tuple) [with Tuple = thrust::detail::tuple_of_iterator_references<thrust::device_referenceinput >= 0. && input <= 1.failed. /pytorch/aten/src/THCUNN/BCECriterion.cu:42: Acctype bce_functor<Dtype, Acctype>::operator()(Tuple) [with Tuple = thrust::detail::tuple_of_iterator_references<thrust::device_referenceinput >= 0. && input <= 1.failed. /pytorch/aten/src/THCUNN/BCECriterion.cu:42: Acctype bce_functor<Dtype, Acctype>::operator()(Tuple) [with Tuple = thrust::detail::tuple_of_iterator_references<thrust::device_referenceinput >= 0. && input <= 1.failed. /pytorch/aten/src/THCUNN/BCECriterion.cu:42: Acctype bce_functor<Dtype, Acctype>::operator()(Tuple) [with Tuple = thrust::detail::tuple_of_iterator_references<thrust::device_referenceinput >= 0. && input <= 1.failed. /pytorch/aten/src/THCUNN/BCECriterion.cu:42: Acctype bce_functor<Dtype, Acctype>::operator()(Tuple) [with Tuple = thrust::detail::tuple_of_iterator_references<thrust::device_referenceinput >= 0. && input <= 1.failed. /pytorch/aten/src/THCUNN/BCECriterion.cu:42: Acctype bce_functor<Dtype, Acctype>::operator()(Tuple) [with Tuple = thrust::detail::tuple_of_iterator_references<thrust::device_referenceinput >= 0. && input <= 1.failed. /pytorch/aten/src/THCUNN/BCECriterion.cu:42: Acctype bce_functor<Dtype, Acctype>::operator()(Tuple) [with Tuple = thrust::detail::tuple_of_iterator_references<thrust::device_referenceinput >= 0. && input <= 1.failed. /pytorch/aten/src/THCUNN/BCECriterion.cu:42: Acctype bce_functor<Dtype, Acctype>::operator()(Tuple) [with Tuple = thrust::detail::tuple_of_iterator_references<thrust::device_referenceinput >= 0. && input <= 1.failed. /pytorch/aten/src/THCUNN/BCECriterion.cu:42: Acctype bce_functor<Dtype, Acctype>::operator()(Tuple) [with Tuple = thrust::detail::tuple_of_iterator_references<thrust::device_referenceinput >= 0. && input <= 1.failed. /pytorch/aten/src/THCUNN/BCECriterion.cu:42: Acctype bce_functor<Dtype, Acctype>::operator()(Tuple) [with Tuple = thrust::detail::tuple_of_iterator_references<thrust::device_referenceinput >= 0. && input <= 1.failed. /pytorch/aten/src/THCUNN/BCECriterion.cu:42: Acctype bce_functor<Dtype, Acctype>::operator()(Tuple) [with Tuple = thrust::detail::tuple_of_iterator_references<thrust::device_referenceinput >= 0. && input <= 1.failed. /pytorch/aten/src/THCUNN/BCECriterion.cu:42: Acctype bce_functor<Dtype, Acctype>::operator()(Tuple) [with Tuple = thrust::detail::tuple_of_iterator_references<thrust::device_referenceinput >= 0. && input <= 1.failed. /pytorch/aten/src/THCUNN/BCECriterion.cu:42: Acctype bce_functor<Dtype, Acctype>::operator()(Tuple) [with Tuple = thrust::detail::tuple_of_iterator_references<thrust::device_referenceinput >= 0. && input <= 1.failed. /pytorch/aten/src/THCUNN/BCECriterion.cu:42: Acctype bce_functor<Dtype, Acctype>::operator()(Tuple) [with Tuple = thrust::detail::tuple_of_iterator_references<thrust::device_referenceinput >= 0. && input <= 1.failed. /pytorch/aten/src/THCUNN/BCECriterion.cu:42: Acctype bce_functor<Dtype, Acctype>::operator()(Tuple) [with Tuple = thrust::detail::tuple_of_iterator_references<thrust::device_referenceinput >= 0. && input <= 1.failed. /pytorch/aten/src/THCUNN/BCECriterion.cu:42: Acctype bce_functor<Dtype, Acctype>::operator()(Tuple) [with Tuple = thrust::detail::tuple_of_iterator_references<thrust::device_referenceinput >= 0. && input <= 1.failed. /pytorch/aten/src/THCUNN/BCECriterion.cu:42: Acctype bce_functor<Dtype, Acctype>::operator()(Tuple) [with Tuple = thrust::detail::tuple_of_iterator_references<thrust::device_referenceinput >= 0. && input <= 1.failed. /pytorch/aten/src/THCUNN/BCECriterion.cu:42: Acctype bce_functor<Dtype, Acctype>::operator()(Tuple) [with Tuple = thrust::detail::tuple_of_iterator_references<thrust::device_referenceinput >= 0. && input <= 1.failed. Traceback (most recent call last): File "main.py", line 146, in