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yanboliang avatar yanboliang commented on July 16, 2024

The forward of my model does contain the opeation of explict cuda mem copy, that's why it requires to retrieve cuda stream.

You code indirectly call these ops which doesn't return Tensor. I think it's not hard to support these functions. I can take a look if you have a repro.

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kehuanfeng avatar kehuanfeng commented on July 16, 2024

@yanboliang Thanks for the reply. You can use the following mini repo. Additionally, there should be similar request for torch.cuda.device.

import torch
import torch.nn as nn
import torch._dynamo as dynamo
from torch.nn.parallel._functions import _get_stream

class CopyModel(nn.Module):
    def __init__(self):
        super(CopyModel, self).__init__()

    def forward(self, input, device):
        self.copy_stream = torch.cuda.Stream(device)
        with torch.cuda.stream(self.copy_stream):
            return input.cuda()

model = CopyModel()
output = model(torch.rand(1000), 1)
print(output.get_device())

opt_model = dynamo.optimize('eager')(model)
output = opt_model(torch.rand(1000), 1)
print(output.get_device())

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kehuanfeng avatar kehuanfeng commented on July 16, 2024

Closing it as it works with pytorch nightly build

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