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hidasib avatar hidasib commented on July 23, 2024

I think it is normal. I use a 1080Ti and the example training on RSC15 finishes in about 2 hours. On the older Titan X (Maxwell architecture) it takes 4-5 hours. This is with an additional speed-up technique which has not been pushed to the public repo yet*. The K80 is a fairly old GPU, so 10 hours with the public code sounds beliveable to me.

If you want to speed-up training and don't mind losing some accuracy, set batch_size to 64 (instead of 32) and n_epochs to 5 (instead of 10). This will essentially make training 4 times faster. With this setting I get 0.7198 for recall@20 and 0.3074 for MRR@20 (instead of 0.7261 and 0.3124), but training takes only 30 minutes on the 1080Ti.

*The speed-up will be published as soon as we can finalize the license text for the code.

from gru4rec.

 avatar commented on July 23, 2024

Thanks for the quick and detailed response, I'll try that.

from gru4rec.

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