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trivialfis avatar trivialfis commented on May 18, 2024 1

That makes sense, I will open a PR to workaround that. It's just XGBoost needs to know whether the data is from GPU or CPU, and we use CUDA runtime to obtain this information. As a result, there's a CUDA error when checking the input data.

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trivialfis avatar trivialfis commented on May 18, 2024

Haven't been able to reproduce with CUDA 12.3, trying 12.4 now.

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trivialfis avatar trivialfis commented on May 18, 2024

Still haven't reproduced it.

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trivialfis avatar trivialfis commented on May 18, 2024

That's odd, how come that getting the last error is cudaErrorMemoryAllocation.

Except for debian v.s. ubuntu, I have pretty much the same configuration:

OS: Debian 12, with Nvidia drivers 550.54.15  and Cuda 12.4
Hardware: RTX 4000 series card present

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stavoltafunzia avatar stavoltafunzia commented on May 18, 2024

Apparently, there was another process using my GPU, specifically utilizing almost the entire VRam. After closing such application, the example above works.
Nevertheless, I don't know if it should be considered a bug that any xgboost (even CPU-based) application crashes due to issues on the Cuda layer.

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