Comments (2)
Hi, the normalization ensures that the variance of the dot product between one query and one key does not blow up and stay in the expected range of 1. The number of elements in the sum depend on the number of hidden dimensions/dimensionality size of the keys and queries, i.e. d_k
. This is independent of the sequence length/number of keys/values and size of the value vectors. Hence, it can be determined by q.size()[-1]
or k.size()[-1]
, but can't be inferred by the values. Does this answer your question, or can you specify the bug more, e.g. by giving an example?
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You are correct. I just realized this 20 minutes after your response. Sorry for the false alert!
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