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[BUG] Slow model training with GPU #1849

@jobs-git

Description

@jobs-git

Describe the bug
As the title says

To Reproduce
Use CUDA

<Paste your code here>

Expected behavior
Faster training with most of the GPU utilized

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na

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    Needs triage & validation

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