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Provide some GPUs recommandations / hints #20

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lissyx opened this issue Apr 20, 2021 · 2 comments

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lissyx commented Apr 20, 2021

It would be useful to help people scoping the requirements in term of GPUs to properly set expectations:

how much VRAM required for training from scratch
how much VRAM for transfer learning
some ratio of GPU model / audio volume / training time

Collaborator Author

lissyx commented Apr 20, 2021

Some data point on 2xRTX2080Ti 11GB VRAM

trains from scratch flawlessly
transfer learning
training of ~1300h of audio data:
- batch size 64
- 1h per epoch

ftyers commented Apr 21, 2021

Tesla k40m 11GB VRAM:

Transfer learning ... for 10 hours training data approx. 20 mins per epoch
Batch size 8

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