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update duckdb, add macro to lateral join vector tables
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Submodule duckdb
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Original file line number | Diff line number | Diff line change |
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#include "duckdb/function/table_macro_function.hpp" | ||
#include "duckdb/main/extension_util.hpp" | ||
#include "duckdb/optimizer/matcher/expression_matcher.hpp" | ||
#include "hnsw/hnsw.hpp" | ||
#include "hnsw/hnsw_index.hpp" | ||
#include "duckdb/parser/parser.hpp" | ||
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namespace duckdb { | ||
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static constexpr auto VSS_JOIN_MACRO = R"( | ||
SELECT | ||
score, | ||
left_tbl, | ||
right_tbl, | ||
FROM | ||
(SELECT * FROM query_table(left_table::VARCHAR)) as left_tbl, | ||
( | ||
SELECT | ||
struct_pack(*columns([x for x in (matches.*) if x != 'score'])) as right_tbl, | ||
matches.score as score | ||
FROM ( | ||
SELECT ( | ||
unnest( | ||
CASE WHEN metric = 'l2sq' OR metric = 'l2' | ||
THEN min_by(tbl, tbl.score, k) | ||
ELSE max_by(tbl, tbl.score, k) | ||
END, | ||
max_depth := 2 | ||
) | ||
) as result | ||
FROM ( | ||
SELECT | ||
*, | ||
CASE | ||
WHEN metric = 'l2sq' OR metric = 'l2' | ||
THEN array_distance(left_col, right_col) | ||
WHEN metric = 'cosine' OR metric = 'cos' | ||
THEN array_cosine_similarity(left_col, right_col) | ||
WHEN metric = 'ip' | ||
THEN array_inner_product(left_col, right_col) | ||
ELSE error('Unknown metric') | ||
END as score, | ||
FROM query_table(right_table::VARCHAR) | ||
) as tbl | ||
) as matches | ||
) | ||
)"; | ||
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static constexpr auto VSS_MATCH_MACRO = R"( | ||
SELECT | ||
right_tbl as matches, | ||
FROM | ||
( | ||
SELECT ( | ||
CASE WHEN metric = 'l2sq' OR metric = 'l2' | ||
THEN min_by({'score': score, 'row': t}, score, k) | ||
ELSE max_by({'score': score, 'row': t}, score, k) | ||
END | ||
) as right_tbl | ||
FROM ( | ||
SELECT | ||
CASE | ||
WHEN metric = 'l2sq' OR metric = 'l2' | ||
THEN array_distance(left_col, right_col) | ||
WHEN metric = 'cosine' OR metric = 'cos' | ||
THEN array_cosine_similarity(left_col, right_col) | ||
WHEN metric = 'ip' | ||
THEN array_inner_product(left_col, right_col) | ||
ELSE error('Unknown metric') | ||
END as score, | ||
tbl as t, | ||
FROM (SELECT * FROM query_table(right_table::VARCHAR)) as tbl | ||
) | ||
) | ||
)"; | ||
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//------------------------------------------------------------------------- | ||
// Register | ||
//------------------------------------------------------------------------- | ||
static void RegisterTableMacro(DatabaseInstance &db, const string &name, const string &query, | ||
const vector<string> ¶ms, const child_list_t<Value> &named_params) { | ||
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Parser parser; | ||
parser.ParseQuery(query); | ||
const auto &stmt = parser.statements.back(); | ||
auto &node = stmt->Cast<SelectStatement>().node; | ||
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auto func = make_uniq<TableMacroFunction>(std::move(node)); | ||
for (auto ¶m : params) { | ||
func->parameters.push_back(make_uniq<ColumnRefExpression>(param)); | ||
} | ||
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for (auto ¶m : named_params) { | ||
func->default_parameters[param.first] = make_uniq<ConstantExpression>(param.second); | ||
} | ||
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CreateMacroInfo info(CatalogType::TABLE_MACRO_ENTRY); | ||
info.schema = DEFAULT_SCHEMA; | ||
info.name = name; | ||
info.temporary = true; | ||
info.internal = true; | ||
info.macros.push_back(std::move(func)); | ||
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ExtensionUtil::RegisterFunction(db, info); | ||
} | ||
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void HNSWModule::RegisterMacros(DatabaseInstance &db) { | ||
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RegisterTableMacro(db, "vss_join", VSS_JOIN_MACRO, | ||
{"left_table", "right_table", "left_col", "right_col", "k"}, | ||
{{"metric", Value("l2sq")}}); | ||
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RegisterTableMacro(db, "vss_match", VSS_MATCH_MACRO, | ||
{"right_table", "left_col", "right_col", "k"}, | ||
{{"metric", Value("l2sq")}}); | ||
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} | ||
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} // namespace duckdb |
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Original file line number | Diff line number | Diff line change |
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require vss | ||
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statement ok | ||
CREATE TABLE t1 (id int, vec FLOAT[3]); | ||
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statement ok | ||
INSERT INTO t1 SELECT row_number() over (), array_value(a,b,c) FROM range(1,10) ra(a), range(1,10) rb(b), range(1,10) rc(c); | ||
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statement ok | ||
CREATE TABLE s(s_vec FLOAT[3]); | ||
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statement ok | ||
INSERT INTO s VALUES ([5,5,5]), ([1,1,1]); | ||
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query III | ||
SELECT len(matches) = 3 FROM s, vss_match(t1, s_vec, vec, 3) as res; | ||
---- | ||
true | ||
true |