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b75a0d1
1
Parent(s):
23b5435
Update app.py
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app.py
CHANGED
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@@ -1,10 +1,32 @@
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import streamlit as st
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st.header("Transformer parameters")
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bs =
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h =
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d =
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n =
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st.header('Query, Key, Value projection')
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@@ -12,16 +34,16 @@ mha_flop = 2*bs*n*d*3*d
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mha_bytes = 2*bs*n*d + 2*3*d*d + 2*bs*n*3*d
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st.subheader("Multi-query Attention")
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mqa_flop = 2*bs*n*d*(1+2/h)*d
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mqa_bytes = 2*bs*n*d + 2*(2/h)*d*d + 2*bs*n*(2/h)*d
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st.subheader("Multi-query Attention")
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st.header('Attention')
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import streamlit as st
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def number_field(label, columns=None, **input_params):
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c1, c2 = st.beta_columns(columns or [1, 4])
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# Display field name with some alignment
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c1.markdown("##")
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c1.markdown(label)
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# Sets a default key parameter to avoid duplicate key errors
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input_params.setdefault("key", label)
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# Forward text input parameters
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return c2.number_input("", **input_params)
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def key_value(key, value, columns=None):
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c1, c2 = st.beta_columns(columns or [2, 3])
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# Display field name with some alignment
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c1.markdown("##")
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c1.markdown(key)
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c2.markdown("##")
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c2.markdown(value)
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st.header("Transformer parameters")
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bs = number_field('Batch size: ', value=10)
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h = number_field('Num heads: ', value=16)
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d = number_field('Dimension: ', value=768)
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n = number_field('Seq length: ', value=1024)
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st.header('Query, Key, Value projection')
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mha_bytes = 2*bs*n*d + 2*3*d*d + 2*bs*n*3*d
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st.subheader("Multi-query Attention")
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key_value("FLOP: ", str(mha_flop))
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key_value("bytes: ", str(mha_bytes))
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key_value("Arithm. intensity:", str(mha_flop/mha_bytes))
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mqa_flop = 2*bs*n*d*(1+2/h)*d
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mqa_bytes = 2*bs*n*d + 2*(2/h)*d*d + 2*bs*n*(2/h)*d
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st.subheader("Multi-query Attention")
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key_value("FLOP: ", str(mqa_flop))
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key_value("bytes: ", str(mqa_bytes))
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key_value("Arithm. intensity:", str(mqa_flop/mqa_bytes))
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st.header('Attention')
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