3 ms·
> I'm not sure I understand the intended interpretation of this. Concretely speaking, if it cost CoolAI 100k seconds of compute to process a sequence of length
by cs702 3y ago
> I'm not sure I understand the intended interpretation of this. Concretely speaking, if it cost CoolAI 100k seconds of compute to process a sequence of length 100k, it would not take them 1 second now.
Cost would be lower by a factor of sequence length N = 100,000. If you call the factor C, cost would be lower by C × N. For most models and context lengths today, C is below 1. As we continue to increase sequence length N -- say, as we go from 100K to 100M tokens, incorporating multiple modalities -- factor C will increase toward 1 for all Transformers.
Again, I see how what I wrote could be misinterpreted. Sorry about that!