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No CPU fallback? #1222

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JeLuF opened this issue May 4, 2023 · 3 comments
Open

No CPU fallback? #1222

JeLuF opened this issue May 4, 2023 · 3 comments

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@JeLuF
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JeLuF commented May 4, 2023

Issue description

In our software, we install the ROCm enabled pytorch if we detect an AMD GPU on Linux. Otherwise, we install the CUDA-enabled pytorch. If the AMD GPU is not supported by ROCm, the users get an error hipErrorNoBinaryForGpu: Unable to find code object for all current devices!.

Is there a way to fallback to CPU mode in the ROCm enabled pytorch?

Code example

>>> import torch
>>> torch.cuda.is_available()
"hipErrorNoBinaryForGpu: Unable to find code object for all current devices!"
Aborted (core dumped)
@YellowRoseCx
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Maybe something like this?

import torch

device = torch.device('cuda' if torch.cuda.is_available() else 'cpu')
if device.type == 'cuda':
    try:
        # Try to use ROCm-enabled PyTorch
        model.to(device)
    except RuntimeError as error:
        if 'Unable to find code object for all current devices' in str(error):
            # Fallback to CPU mode
            device = torch.device('cpu')
        else:
            # Re-raise the error if it's not the one we expect
            raise error
else:
    # Use CPU mode
    model.to(device)

@JeLuF
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JeLuF commented May 7, 2023

Maybe something like this?

The problem is that torch.cuda.is_available() already core dumps.

@taylding-amd
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Hi @JeLuF, do you mind providing more information about your environment? For example video card, OS, the versions of ROCm and PyTorch

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