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MCD分支会空转
在运行一段随机时间后（不会太短，目前情况是至少8~9个小时），MCD分支的程序会空转，即只占用GPU显存但不会继续运行（进度条没有更新）。
resnet50 batch size > 64时add_graph报内存不足
现在的logger.add_graph是在net = torch.nn.DataParallel(net)之前，所以当其实只支持单卡forward，当resnet50 batch size > 64时add_graph会报内存不足的错。但是如果把logger.add_graph移到net = torch.nn.DataParallel(net)之后，会报一个keyerror，已经在tensorboardX上提Issue。https://github.com/lanpa/tensorboardX/issues/293#issue-387092417。
所以在这个问题没有解决之前暂时只能跑单卡，如果需要跑多卡的话可以先把add_graph去掉。
MCD分支resume占用显存变多
在batch_size=128且不resume的情况下，MCD占用显存为12.4GB；
同样的参数，resume之后必须用多卡跑，两张卡占用内存合计（10.3+6.9=）17.2GB。
Dataset
Is liujintao@gpu110 the server address? How can I connect and download the dataset? Thanks！
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