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Add performance test for dotProduct()

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Robert Schulze 2024-02-20 21:41:10 +00:00
parent 877dc695f2
commit 7d354164a5
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2 changed files with 65 additions and 3 deletions
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62
tests/performance/dotProduct.xml Normal file
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<test>
<substitutions>
<substitution>
<name>element_type</name>
<values>
<!-- integer cases are not relevant in practice for vector search, disable to reduce test runtime -->
<!-- <value>UInt8</value> -->
<!-- <value>Int16</value> -->
<!-- <value>Int32</value> -->
<!-- <value>Int64</value> -->
<value>Float32</value>
<value>Float64</value>
</values>
</substitution>
</substitutions>
<create_query>
CREATE TABLE vecs_{element_type} (
v Array({element_type})
) ENGINE=Memory;
</create_query>
<!-- Gererate arrays with random data -->
<!-- Dimension = 150 is realistic for vector search use cases -->
<fill_query>
INSERT INTO vecs_{element_type}
SELECT v FROM (
SELECT
number AS n,
[
rand(n*10), rand(n*10+1), rand(n*10+2), rand(n*10+3), rand(n*10+4), rand(n*10+5), rand(n*10+6), rand(n*10+7), rand(n*10+8), rand(n*10+9),
rand(n*10+10), rand(n*10+11), rand(n*10+12), rand(n*10+13), rand(n*10+14), rand(n*10+15), rand(n*10+16), rand(n*10+17), rand(n*10+18), rand(n*10+19),
rand(n*10+20), rand(n*10+21), rand(n*10+22), rand(n*10+23), rand(n*10+24), rand(n*10+25), rand(n*10+26), rand(n*10+27), rand(n*10+28), rand(n*10+29),
rand(n*10+30), rand(n*10+31), rand(n*10+32), rand(n*10+33), rand(n*10+34), rand(n*10+35), rand(n*10+36), rand(n*10+37), rand(n*10+38), rand(n*10+39),
rand(n*10+40), rand(n*10+41), rand(n*10+42), rand(n*10+43), rand(n*10+44), rand(n*10+45), rand(n*10+46), rand(n*10+47), rand(n*10+48), rand(n*10+49),
rand(n*10+50), rand(n*10+51), rand(n*10+52), rand(n*10+53), rand(n*10+54), rand(n*10+55), rand(n*10+56), rand(n*10+57), rand(n*10+58), rand(n*10+59),
rand(n*10+60), rand(n*10+61), rand(n*10+62), rand(n*10+63), rand(n*10+64), rand(n*10+65), rand(n*10+66), rand(n*10+67), rand(n*10+68), rand(n*10+69),
rand(n*10+70), rand(n*10+71), rand(n*10+72), rand(n*10+73), rand(n*10+74), rand(n*10+75), rand(n*10+76), rand(n*10+77), rand(n*10+78), rand(n*10+79),
rand(n*10+80), rand(n*10+81), rand(n*10+82), rand(n*10+83), rand(n*10+84), rand(n*10+85), rand(n*10+86), rand(n*10+87), rand(n*10+88), rand(n*10+89),
rand(n*10+90), rand(n*10+91), rand(n*10+92), rand(n*10+93), rand(n*10+94), rand(n*10+95), rand(n*10+96), rand(n*10+97), rand(n*10+98), rand(n*10+99),
rand(n*10+100), rand(n*10+101), rand(n*10+102), rand(n*10+103), rand(n*10+104), rand(n*10+105), rand(n*10+106), rand(n*10+107), rand(n*10+108), rand(n*10+109),
rand(n*10+110), rand(n*10+111), rand(n*10+112), rand(n*10+113), rand(n*10+114), rand(n*10+115), rand(n*10+116), rand(n*10+117), rand(n*10+118), rand(n*10+119),
rand(n*10+120), rand(n*10+121), rand(n*10+122), rand(n*10+123), rand(n*10+124), rand(n*10+125), rand(n*10+126), rand(n*10+127), rand(n*10+128), rand(n*10+129),
rand(n*10+130), rand(n*10+131), rand(n*10+132), rand(n*10+133), rand(n*10+134), rand(n*10+135), rand(n*10+136), rand(n*10+137), rand(n*10+138), rand(n*10+139),
rand(n*10+140), rand(n*10+141), rand(n*10+142), rand(n*10+143), rand(n*10+144), rand(n*10+145), rand(n*10+146), rand(n*10+147), rand(n*10+148), rand(n*10+149)
] AS v
FROM system.numbers
LIMIT 5000000
);
</fill_query>
<settings>
<max_threads>1</max_threads>
</settings>
<query>SELECT sum(dp) FROM (SELECT dotProduct(v, v) AS dp FROM vecs_{element_type})</query>
<drop_query>DROP TABLE vecs_{element_type}</drop_query>
</test>

6
tests/performance/norm_distance.xml
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@ -4,11 +4,11 @@
<substitution>
<name>element_type</name>
<values>
<!-- 8 and 16 bit cases are not relevant in practice, disable to reduce test runtime -->
<!-- integer cases are not relevant in practice for vector search, disable to reduce test runtime -->
<!-- <value>UInt8</value> -->
<!-- <value>Int16</value> -->
<value>Int32</value>
<value>Int64</value>
<!-- <value>Int32</value> -->
<!-- <value>Int64</value> -->
<value>Float32</value>
<value>Float64</value>
</values>