import streamlit as st st.header("Transformer parameters") bs = st.number_input('Batch size: ', value=10) h = st.number_input('Num heads: ', value=16) d = st.number_input('Dimension: ', value=768) n = st.number_input('Seq length: ', value=1024) st.header('Query, Key, Value projection') mha_flop = 2*bs*n*d*3*d mha_bytes = 2*bs*n*d + 2*3*d*d + 2*bs*n*3*d st.write("Multi-query Attention") st.write("FLOP: " + mha_flop) st.write("bytes: " + mha_bytes) st.write("Arithm. intensity:" + (mha_flop/mha_bytes)) mqa_flop = 2*bs*n*d*(1+2/h)*d mqa_bytes = 2*bs*n*d + 2*(2/h)*d*d + 2*bs*n*(2/h)*d st.write("Multi-query Attention") st.write("FLOP: " + mqa_flop) st.write("bytes: " + mqa_bytes) st.write("Arithm. intensity:" + (mqa_flop/mqa_bytes)) st.header('Query, Key, Value projection')