运行SiamMask遇到的问题

遇到的问题：

THCudaCheck FAIL file=/pytorch/aten/src/THC/THCGeneral.cpp line=663 error=11 : invalid argument
Traceback (most recent call last):
  File "../../tools/demo.py", line 53, in <module>
    state = siamese_init(im, target_pos, target_sz, siammask, cfg['hp'], device=device)  # init tracker
  File "/home/pwh/SIAMMASK/SiamMask/tools/test.py", line 155, in siamese_init
    net.template(z.to(device))
  File "/home/pwh/SIAMMASK/SiamMask/experiments/siammask_sharp/custom.py", line 174, in template
    self.zf = self.features(template)
  File "/home/pwh/.conda/envs/siammask/lib/python3.6/site-packages/torch/nn/modules/module.py", line 477, in __call__
    result = self.forward(*input, **kwargs)
  File "/home/pwh/SIAMMASK/SiamMask/experiments/siammask_sharp/custom.py", line 59, in forward
    output = self.features(x)
  File "/home/pwh/.conda/envs/siammask/lib/python3.6/site-packages/torch/nn/modules/module.py", line 477, in __call__
    result = self.forward(*input, **kwargs)
  File "/home/pwh/SIAMMASK/SiamMask/experiments/siammask_sharp/resnet.py", line 218, in forward
    x = self.conv1(x)
  File "/home/pwh/.conda/envs/siammask/lib/python3.6/site-packages/torch/nn/modules/module.py", line 477, in __call__
    result = self.forward(*input, **kwargs)
  File "/home/pwh/.conda/envs/siammask/lib/python3.6/site-packages/torch/nn/modules/conv.py", line 301, in forward
    self.padding, self.dilation, self.groups)
RuntimeError: cuda runtime error (11) : invalid argument at /pytorch/aten/src/THC/THCGeneral.cpp:663

解决方法：

这个问题的主要原因是由于torch版本不对应，原先是通过pip install -r requirment.txt下载，torch版本为0.4.0
。所以可以通过pip install -U torch进行更新（但是最好指定自己系统cuda版本所对应的版本），这里需要注意的是，2021年torch版本已经更新到1.8，如果直接输入上述命令，torch会更新到1.8版本，因此我又遇到了以下错误：

Traceback (most recent call last):
  File "../../tools/demo.py", line 53, in <module>
    state = siamese_init(im, target_pos, target_sz, siammask, cfg['hp'], device=device)  # init tracker
  File "/home/pwh/SIAMMASK/SiamMask/tools/test.py", line 155, in siamese_init
    net.template(z.to(device))
  File "/home/pwh/SIAMMASK/SiamMask/experiments/siammask_sharp/custom.py", line 174, in template
    self.zf = self.features(template)
  File "/home/pwh/.conda/envs/siammask/lib/python3.6/site-packages/torch/nn/modules/module.py", line 889, in _call_impl
    result = self.forward(*input, **kwargs)
  File "/home/pwh/SIAMMASK/SiamMask/experiments/siammask_sharp/custom.py", line 59, in forward
    output = self.features(x)
  File "/home/pwh/.conda/envs/siammask/lib/python3.6/site-packages/torch/nn/modules/module.py", line 889, in _call_impl
    result = self.forward(*input, **kwargs)
  File "/home/pwh/SIAMMASK/SiamMask/experiments/siammask_sharp/resnet.py", line 218, in forward
    x = self.conv1(x)
  File "/home/pwh/.conda/envs/siammask/lib/python3.6/site-packages/torch/nn/modules/module.py", line 889, in _call_impl
    result = self.forward(*input, **kwargs)
  File "/home/pwh/.conda/envs/siammask/lib/python3.6/site-packages/torch/nn/modules/conv.py", line 399, in forward
    return self._conv_forward(input, self.weight, self.bias)
  File "/home/pwh/.conda/envs/siammask/lib/python3.6/site-packages/torch/nn/modules/conv.py", line 396, in _conv_forward
    self.padding, self.dilation, self.groups)
RuntimeError: cuDNN error: CUDNN_STATUS_NOT_INITIALIZED

这个就是由于cuda、cudnn、pytorch的版本不对应导致的，所以我卸载了1.8版本的torch，选择了1.7版本的torch，命令如下：
pip install -i https://pypi.douban.com/simple/ torch==1.7，更新完问题即成功解决。