How was the total training time decided?

#1
by Harveenchadha - opened

How did the BigScience team decide the total number of steps and training time?

@Harveenchadha , this might not fully answer your question, but there are some details on this page that you might find informative: https://bigscience.huggingface.co/blog/model-training-launched

It does not look converged to me. Both the training and the validation curves suggest that longer training would be beneficial.

BigScience Workshop org
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edited Feb 3, 2023

The training time corresponds to one full pass over the training corpus, aka one "epoch".
Training for significantly more than 1 epoch (e.g. 2+ full epochs) would take more compute than was available.

In principle, any party that has several servers with A100s can download model and continue training.

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