In the attention model, it utilizes the key vectors $K,$ query vectors $Q$ and

value vectors $V.$ What is the matrix equation of outputs with the attention

model in terms of $Q,K,V?$ Why does the output matrix need to be divided

by $\sqrt[\phantom{2}]{d_k},$ i$.$e$.,$ the dimension length of vectors in $Q,K,V?$