How to use Intel Xe Graphics integrated GPU to train deep learning pytorch models?

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I have an integrated GPU “Intel(R) Iris(R) Xe Graphics” in my device and i want to use it to train my deep learning model build in pytorch.

I tried to install Intel oneAPI Base Toolkit and Intel oneAPI AI Analytics Toolkit, but it’s not compatible with my GPU. I also tried online GPUs in Collab and Kaggle but it doesn’t accelerate the training process at all , it uses only 3% of the allocated GPU memory. Is there any solutions ? Either using my integrated GPU or a FREE online GPU Solution.

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