Using experiment manager on single GPU

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Krystof Filip
Krystof Filip il 15 Giu 2023
Risposto: Joss Knight il 15 Giu 2023
Hi, I’m training CNNs with various architectures and hyperparameters using experiment manager. What is the intended execution mode if I train it on single GPU (NVIDIA A5500)? Is it just sequential execution mode running in GPU execution environment? Or should I experiment with parallel execution mode even though I have only single GPU? Thank you for any advice!

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Joss Knight
Joss Knight il 15 Giu 2023
It does depend on the balance of CPU and GPU work in your experiment, but as a general rule parallel execution will gain you nothing while making you more likely to exhaust GPU memory.

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