CUDA运行时错误(59):触发了设备端断言 [英] CUDA runtime error (59) : device-side assert triggered
问题描述
我可以访问Tesla K20c,我正在CIFAR10数据集上运行ResNet50 ...
然后我得到如下错误:
THCudaCheck FAIL file=/opt/conda/conda-bld/pytorch_1524584710464/work/aten/src/THC/generated/../generic/THCTensorMathPointwise.cu line=265 error=59 : device-side assert triggered
Traceback (most recent call last):
File "main.py", line 109, in <module>
train(loader_train, model, criterion, optimizer)
File "main.py", line 54, in train
optimizer.step()
File "/usr/local/anaconda35/lib/python3.6/site-packages/torch/optim/sgd.py", line 93, in step
d_p.add_(weight_decay, p.data)
RuntimeError: cuda runtime error (59) : device-side assert triggered at /opt/conda/conda-bld/pytorch_1524584710464/work/aten/src/THC/generated/../generic/THCTensorMathPointwise.cu:265
如何解决此错误
I have access to Tesla K20c, I am running ResNet50 on CIFAR10 dataset...
Then I get the error as: THCudaCheck FAIL file=/opt/conda/conda-bld/pytorch_1524584710464/work/aten/src/THC/generated/../generic/THCTensorMathPointwise.cu line=265 error=59 : device-side assert triggered
Traceback (most recent call last):
File "main.py", line 109, in <module>
train(loader_train, model, criterion, optimizer)
File "main.py", line 54, in train
optimizer.step()
File "/usr/local/anaconda35/lib/python3.6/site-packages/torch/optim/sgd.py", line 93, in step
d_p.add_(weight_decay, p.data)
RuntimeError: cuda runtime error (59) : device-side assert triggered at /opt/conda/conda-bld/pytorch_1524584710464/work/aten/src/THC/generated/../generic/THCTensorMathPointwise.cu:265
How to resolve this error
推荐答案
通常,遇到cuda runtine error
时,建议使用CUDA_LAUNCH_BLOCKING=1
标志再次运行您的程序以获得准确的堆栈跟踪.
In general, when encountering cuda runtine error
s, it is advisable to run your program again using the CUDA_LAUNCH_BLOCKING=1
flag to obtain an accurate stack trace.
在您的特定情况下,对于指定数量的类,数据目标太高(或太低).
In your specific case, the targets of your data were too high (or low) for the specified number of classes.
这篇关于CUDA运行时错误(59):触发了设备端断言的文章就介绍到这了,希望我们推荐的答案对大家有所帮助,也希望大家多多支持IT屋!