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Test with different element types

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This commit is contained in:
Alexander Gololobov 2022-05-23 14:08:15 +02:00
parent 7897a5bac7
commit 70cc27ecac
1 changed files with 56 additions and 28 deletions
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84
tests/performance/norm_distance.xml
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@ -1,14 +1,29 @@
<test> <test>
<substitutions>
<substitution>
<name>element_type</name>
<values>
<value>UInt8</value>
<value>Int16</value>
<value>Int32</value>
<value>Int64</value>
<value>Float32</value>
<value>Float64</value>
</values>
</substitution>
</substitutions>
<create_query> <create_query>
CREATE TABLE vecs_d ( CREATE TABLE vecs_{element_type} (
v Array(Float32) v Array({element_type})
) ENGINE=Memory; ) ENGINE=Memory;
</create_query> </create_query>
<!-- Gererate arrays with random data --> <!-- Gererate arrays with random data -->
<create_query> <fill_query>
INSERT INTO vecs_d INSERT INTO vecs_{element_type}
SELECT v FROM ( SELECT v FROM (
SELECT SELECT
number AS n, number AS n,
@ -25,45 +40,58 @@
rand(n*10+9) rand(n*10+9)
] AS v ] AS v
FROM system.numbers FROM system.numbers
LIMIT 30000000 LIMIT 10000000
); );
</create_query> </fill_query>
<!-- The same data in the form of tuples --> <!-- The same data in the form of tuples -->
<create_query> <create_query>
CREATE TABLE tuples_d ( CREATE TABLE tuples_{element_type} (
t Tuple(Float32, Float32, Float32, Float32, Float32, Float32, Float32, Float32, Float32, Float32) t Tuple(
{element_type},
{element_type},
{element_type},
{element_type},
{element_type},
{element_type},
{element_type},
{element_type},
{element_type},
{element_type}
)
) ENGINE=Memory; ) ENGINE=Memory;
</create_query> </create_query>
<create_query> <fill_query>
INSERT INTO tuples_d INSERT INTO tuples_{element_type}
SELECT (v[1], v[2], v[3], v[4], v[5], v[6], v[7], v[8], v[9], v[10]) FROM vecs_d; SELECT (v[1], v[2], v[3], v[4], v[5], v[6], v[7], v[8], v[9], v[10]) FROM vecs_{element_type};
</create_query> </fill_query>
<!-- Tuples --> <!-- Tuples -->
<query>select sum(dist) from (select L1Norm(t) as dist from tuples_d)</query> <query>SELECT sum(dist) FROM (SELECT L1Norm(t) AS dist FROM tuples_{element_type})</query>
<query>select sum(dist) from (select L2Norm(t) as dist from tuples_d)</query> <query>SELECT sum(dist) FROM (SELECT L2Norm(t) AS dist FROM tuples_{element_type})</query>
<query>select sum(dist) from (select LinfNorm(t) as dist from tuples_d)</query> <query>SELECT sum(dist) FROM (SELECT LinfNorm(t) AS dist FROM tuples_{element_type})</query>
<query>select sum(dist) from (select L1Distance((1.0,2.0,3.0,4.0,5,6,7,8,9,0), t) as dist from tuples_d)</query> <query>WITH (SELECT t FROM tuples_{element_type} limit 1) AS a SELECT sum(dist) FROM (SELECT L1Distance(a, t) AS dist FROM tuples_{element_type})</query>
<query>select sum(dist) from (select L2Distance((1.0,2.0,3.0,4.0,5,6,7,8,9,0), t) as dist from tuples_d)</query> <query>WITH (SELECT t FROM tuples_{element_type} limit 1) AS a SELECT sum(dist) FROM (SELECT L2Distance(a, t) AS dist FROM tuples_{element_type})</query>
<query>select sum(dist) from (select LinfDistance((1.0,2.0,3.0,4.0,5,6,7,8,9,0), t) as dist from tuples_d)</query> <query>WITH (SELECT t FROM tuples_{element_type} limit 1) AS a SELECT sum(dist) FROM (SELECT LinfDistance(a, t) AS dist FROM tuples_{element_type})</query>
<query>select sum(dist) from (select cosineDistance((1.0,2.0,3.0,4.0,5,6,7,8,9,0), t) as dist from tuples_d)</query> <query>WITH (SELECT t FROM tuples_{element_type} limit 1) AS a SELECT sum(dist) FROM (SELECT cosineDistance(a, t) AS dist FROM tuples_{element_type})</query>
<!-- Arrays --> <!-- Arrays -->
<query>select sum(dist) from (select arrayL1Norm(v) as dist from vecs_d)</query> <query>SELECT sum(dist) FROM (SELECT arrayL1Norm(v) AS dist FROM vecs_{element_type})</query>
<query>select sum(dist) from (select arrayL2Norm(v) as dist from vecs_d)</query> <query>SELECT sum(dist) FROM (SELECT arrayL2Norm(v) AS dist FROM vecs_{element_type})</query>
<query>select sum(dist) from (select arrayLinfNorm(v) as dist from vecs_d)</query> <query>SELECT sum(dist) FROM (SELECT arrayLinfNorm(v) AS dist FROM vecs_{element_type})</query>
<query>select sum(dist) from (select arrayL1Distance([1.0,2.0,3.0,4.0,5,6,7,8,9,0], v) as dist from vecs_d)</query> <query>WITH (SELECT v FROM vecs_{element_type} limit 1) AS a SELECT sum(dist) FROM (SELECT arrayL1Distance(a, v) AS dist FROM vecs_{element_type})</query>
<query>select sum(dist) from (select arrayL2Distance([1.0,2.0,3.0,4.0,5,6,7,8,9,0], v) as dist from vecs_d)</query> <query>WITH (SELECT v FROM vecs_{element_type} limit 1) AS a SELECT sum(dist) FROM (SELECT arrayL2Distance(a, v) AS dist FROM vecs_{element_type})</query>
<query>select sum(dist) from (select arrayLinfDistance([1.0,2.0,3.0,4.0,5,6,7,8,9,0], v) as dist from vecs_d)</query> <query>WITH (SELECT v FROM vecs_{element_type} limit 1) AS a SELECT sum(dist) FROM (SELECT arrayLinfDistance(a, v) AS dist FROM vecs_{element_type})</query>
<query>select sum(dist) from (select arrayCosineDistance([1.0,2.0,3.0,4.0,5,6,7,8,9,0], v) as dist from vecs_d)</query> <query>WITH (SELECT v FROM vecs_{element_type} limit 1) AS a SELECT sum(dist) FROM (SELECT arrayCosineDistance(a, v) AS dist FROM vecs_{element_type})</query>
<drop_query>DROP TABLE vecs_{element_type}</drop_query>
<drop_query>DROP TABLE tuples_{element_type}</drop_query>
<drop_query>DROP TABLE vecs_d</drop_query>
<drop_query>DROP TABLE tuples_d</drop_query>
</test> </test>