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9 Commits

Author SHA1 Message Date
Andrew Kane
f076ec2954 Added support for uuid 2024-02-14 16:16:26 -08:00
Andrew Kane
6fccacc66a Fixed varchar tests [skip ci] 2024-02-14 15:51:57 -08:00
Andrew Kane
143263a66b Randomize type [skip ci] 2024-02-14 15:50:24 -08:00
Andrew Kane
9c1fee4799 Added more operators [skip ci] 2024-02-14 15:45:12 -08:00
Andrew Kane
17c379caa1 Improved test [skip ci] 2024-02-13 21:52:03 -08:00
Andrew Kane
40c49a29ef Improved test [skip ci] 2024-02-13 21:51:35 -08:00
Andrew Kane
eb695a0781 Added support for multiple attributes 2024-02-13 21:31:35 -08:00
Andrew Kane
d4dd3cd893 Improved test [skip ci] 2024-02-13 21:21:42 -08:00
Andrew Kane
07f2cbdee4 Added support for bigint, text, and varchar [skip ci] 2024-02-13 21:07:39 -08:00
8 changed files with 143 additions and 54 deletions

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@@ -1,10 +1,34 @@
-- complain if script is sourced in psql, rather than via CREATE EXTENSION
\echo Use "ALTER EXTENSION vector UPDATE TO '0.7.0'" to load this file. \quit
CREATE OPERATOR CLASS vector_integer_ops
DEFAULT FOR TYPE integer USING hnsw AS
OPERATOR 2 = (integer, integer);
CREATE OPERATOR CLASS vector_bigint_ops
DEFAULT FOR TYPE bigint USING hnsw AS
OPERATOR 2 = (bigint, bigint);
OPERATOR 2 < ,
OPERATOR 3 <= ,
OPERATOR 4 = ,
OPERATOR 5 >= ,
OPERATOR 6 > ;
CREATE OPERATOR CLASS vector_integer_ops
DEFAULT FOR TYPE integer USING hnsw AS
OPERATOR 2 < ,
OPERATOR 3 <= ,
OPERATOR 4 = ,
OPERATOR 5 >= ,
OPERATOR 6 > ;
CREATE OPERATOR CLASS vector_text_ops
DEFAULT FOR TYPE text USING hnsw AS
OPERATOR 2 < ,
OPERATOR 3 <= ,
OPERATOR 4 = ,
OPERATOR 5 >= ,
OPERATOR 6 > ;
CREATE OPERATOR CLASS vector_uuid_ops
DEFAULT FOR TYPE uuid USING hnsw AS
OPERATOR 2 < ,
OPERATOR 3 <= ,
OPERATOR 4 = ,
OPERATOR 5 >= ,
OPERATOR 6 > ;

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@@ -293,10 +293,34 @@ CREATE OPERATOR CLASS vector_cosine_ops
-- hnsw attributes
CREATE OPERATOR CLASS vector_integer_ops
DEFAULT FOR TYPE integer USING hnsw AS
OPERATOR 2 = (integer, integer);
CREATE OPERATOR CLASS vector_bigint_ops
DEFAULT FOR TYPE bigint USING hnsw AS
OPERATOR 2 = (bigint, bigint);
OPERATOR 2 < ,
OPERATOR 3 <= ,
OPERATOR 4 = ,
OPERATOR 5 >= ,
OPERATOR 6 > ;
CREATE OPERATOR CLASS vector_integer_ops
DEFAULT FOR TYPE integer USING hnsw AS
OPERATOR 2 < ,
OPERATOR 3 <= ,
OPERATOR 4 = ,
OPERATOR 5 >= ,
OPERATOR 6 > ;
CREATE OPERATOR CLASS vector_text_ops
DEFAULT FOR TYPE text USING hnsw AS
OPERATOR 2 < ,
OPERATOR 3 <= ,
OPERATOR 4 = ,
OPERATOR 5 >= ,
OPERATOR 6 > ;
CREATE OPERATOR CLASS vector_uuid_ops
DEFAULT FOR TYPE uuid USING hnsw AS
OPERATOR 2 < ,
OPERATOR 3 <= ,
OPERATOR 4 = ,
OPERATOR 5 >= ,
OPERATOR 6 > ;

View File

@@ -481,7 +481,7 @@ InsertTuple(Relation index, Datum *values, bool *isnull, ItemPointer heaptid, Hn
bool unused;
/* Detoast once for all calls */
Datum value = PointerGetDatum(PG_DETOAST_DATUM(values[IndexRelationGetNumberOfKeyAttributes(index) - 1]));
Datum value = PointerGetDatum(PG_DETOAST_DATUM(values[0]));
/* Normalize if needed */
if (buildstate->normprocinfo != NULL)
@@ -551,7 +551,7 @@ InsertTuple(Relation index, Datum *values, bool *isnull, ItemPointer heaptid, Hn
/* Copy the index tuple */
memcpy(itupPtr, itup, itupSize);
HnswPtrStore(base, element->itup, itupPtr);
valuePtr = DatumGetPointer(index_getattr(itupPtr, IndexRelationGetNumberOfKeyAttributes(index), tupdesc, &unused));
valuePtr = DatumGetPointer(index_getattr(itupPtr, 1, tupdesc, &unused));
HnswPtrStore(base, element->value, valuePtr);
/* Create a lock for the element */
@@ -582,7 +582,7 @@ BuildCallback(Relation index, CALLBACK_ITEM_POINTER, Datum *values,
#endif
/* Skip nulls */
if (isnull[IndexRelationGetNumberOfKeyAttributes(index) - 1])
if (isnull[0])
return;
/* Use memory context */
@@ -674,16 +674,16 @@ InitBuildState(HnswBuildState * buildstate, Relation heap, Relation index, Index
buildstate->m = HnswGetM(index);
buildstate->efConstruction = HnswGetEfConstruction(index);
buildstate->dimensions = TupleDescAttr(index->rd_att, IndexRelationGetNumberOfKeyAttributes(index) - 1)->atttypmod;
buildstate->dimensions = TupleDescAttr(index->rd_att, 0)->atttypmod;
/* For now */
if (IndexRelationGetNumberOfKeyAttributes(index) > 2)
elog(ERROR, "index cannot have more than two columns");
if (IndexRelationGetNumberOfKeyAttributes(index) > 3)
elog(ERROR, "index cannot have more than three columns");
if (!OidIsValid(index_getprocid(index, IndexRelationGetNumberOfKeyAttributes(index), HNSW_DISTANCE_PROC)))
elog(ERROR, "last column must be a vector");
if (!OidIsValid(index_getprocid(index, 1, HNSW_DISTANCE_PROC)))
elog(ERROR, "first column must be a vector");
for (int i = 0; i < IndexRelationGetNumberOfKeyAttributes(index) - 1; i++)
for (int i = 1; i < IndexRelationGetNumberOfKeyAttributes(index); i++)
{
if (OidIsValid(index_getprocid(index, i + 1, HNSW_DISTANCE_PROC)))
elog(ERROR, "column %d cannot be a vector", i + 1);
@@ -703,9 +703,9 @@ InitBuildState(HnswBuildState * buildstate, Relation heap, Relation index, Index
buildstate->indtuples = 0;
/* Get support functions */
buildstate->procinfo = index_getprocinfo(index, IndexRelationGetNumberOfKeyAttributes(index), HNSW_DISTANCE_PROC);
buildstate->procinfo = index_getprocinfo(index, 1, HNSW_DISTANCE_PROC);
buildstate->normprocinfo = HnswOptionalProcInfo(index, HNSW_NORM_PROC);
buildstate->collation = index->rd_indcollation[IndexRelationGetNumberOfKeyAttributes(index) - 1];
buildstate->collation = index->rd_indcollation[0];
InitGraph(&buildstate->graphData, NULL, maintenance_work_mem * 1024L);
buildstate->graph = &buildstate->graphData;

View File

@@ -561,8 +561,8 @@ HnswInsertTupleOnDisk(Relation index, Datum value, Datum *values, bool *isnull,
HnswElement element;
int m;
int efConstruction = HnswGetEfConstruction(index);
FmgrInfo *procinfo = index_getprocinfo(index, IndexRelationGetNumberOfKeyAttributes(index), HNSW_DISTANCE_PROC);
Oid collation = index->rd_indcollation[IndexRelationGetNumberOfKeyAttributes(index) - 1];
FmgrInfo *procinfo = index_getprocinfo(index, 1, HNSW_DISTANCE_PROC);
Oid collation = index->rd_indcollation[0];
LOCKMODE lockmode = ShareLock;
char *base = NULL;
TupleDesc tupdesc = HnswTupleDesc(index);
@@ -584,7 +584,7 @@ HnswInsertTupleOnDisk(Relation index, Datum value, Datum *values, bool *isnull,
element = HnswInitElement(base, heap_tid, m, HnswGetMl(m), HnswGetMaxLevel(m), NULL);
itup = HnswFormIndexTuple(index, tupdesc, value, values, isnull);
HnswPtrStore(base, element->itup, itup);
valuePtr = DatumGetPointer(index_getattr(itup, IndexRelationGetNumberOfKeyAttributes(index), tupdesc, &unused));
valuePtr = DatumGetPointer(index_getattr(itup, 1, tupdesc, &unused));
HnswPtrStore(base, element->value, valuePtr);
/* Prevent concurrent inserts when likely updating entry point */
@@ -621,10 +621,10 @@ HnswInsertTuple(Relation index, Datum *values, bool *isnull, ItemPointer heap_ti
{
Datum value;
FmgrInfo *normprocinfo;
Oid collation = index->rd_indcollation[IndexRelationGetNumberOfKeyAttributes(index) - 1];
Oid collation = index->rd_indcollation[0];
/* Detoast once for all calls */
value = PointerGetDatum(PG_DETOAST_DATUM(values[IndexRelationGetNumberOfKeyAttributes(index) - 1]));
value = PointerGetDatum(PG_DETOAST_DATUM(values[0]));
/* Normalize if needed */
normprocinfo = HnswOptionalProcInfo(index, HNSW_NORM_PROC);
@@ -653,7 +653,7 @@ hnswinsert(Relation index, Datum *values, bool *isnull, ItemPointer heap_tid,
MemoryContext insertCtx;
/* Skip nulls */
if (isnull[IndexRelationGetNumberOfKeyAttributes(index) - 1])
if (isnull[0])
return false;
/* Create memory context */

View File

@@ -109,9 +109,9 @@ hnswbeginscan(Relation index, int nkeys, int norderbys)
ALLOCSET_DEFAULT_SIZES);
/* Set support functions */
so->procinfo = index_getprocinfo(index, IndexRelationGetNumberOfKeyAttributes(index), HNSW_DISTANCE_PROC);
so->procinfo = index_getprocinfo(index, 1, HNSW_DISTANCE_PROC);
so->normprocinfo = HnswOptionalProcInfo(index, HNSW_NORM_PROC);
so->collation = index->rd_indcollation[IndexRelationGetNumberOfKeyAttributes(index) - 1];
so->collation = index->rd_indcollation[0];
scan->opaque = so;

View File

@@ -148,10 +148,10 @@ HnswGetEfConstruction(Relation index)
FmgrInfo *
HnswOptionalProcInfo(Relation index, uint16 procnum)
{
if (!OidIsValid(index_getprocid(index, IndexRelationGetNumberOfKeyAttributes(index), procnum)))
if (!OidIsValid(index_getprocid(index, 1, procnum)))
return NULL;
return index_getprocinfo(index, IndexRelationGetNumberOfKeyAttributes(index), procnum);
return index_getprocinfo(index, 1, procnum);
}
/*
@@ -324,7 +324,7 @@ HnswFormIndexTuple(Relation index, TupleDesc tupdesc, Datum value, Datum *values
Datum *newValues = palloc(size);
memcpy(newValues, values, size);
newValues[IndexRelationGetNumberOfKeyAttributes(index) - 1] = value;
newValues[0] = value;
return index_form_tuple(tupdesc, newValues, isnull);
}
@@ -642,7 +642,7 @@ HnswLoadElementFromTuple(HnswElement element, HnswElementTuple etup, bool loadHe
TupleDesc tupdesc = RelationGetDescr(index);
bool unused;
IndexTuple itup = CopyIndexTuple((IndexTuple) &etup->data);
Datum value = index_getattr(itup, IndexRelationGetNumberOfKeyAttributes(index), tupdesc, &unused);
Datum value = index_getattr(itup, 1, tupdesc, &unused);
HnswPtrStore(base, element->itup, itup);
HnswPtrStore(base, element->value, DatumGetPointer(value));
@@ -722,7 +722,7 @@ HnswLoadElement(HnswElement element, float *distance, Datum *q, Relation index,
TupleDesc tupdesc = RelationGetDescr(index);
bool unused;
value = index_getattr(itup, IndexRelationGetNumberOfKeyAttributes(index), tupdesc, &unused);
value = index_getattr(itup, 1, tupdesc, &unused);
}
else
value = PointerGetDatum(&etup->data);

View File

@@ -585,8 +585,8 @@ InitVacuumState(HnswVacuumState * vacuumstate, IndexVacuumInfo *info, IndexBulkD
vacuumstate->callback_state = callback_state;
vacuumstate->efConstruction = HnswGetEfConstruction(index);
vacuumstate->bas = GetAccessStrategy(BAS_BULKREAD);
vacuumstate->procinfo = index_getprocinfo(index, IndexRelationGetNumberOfKeyAttributes(index), HNSW_DISTANCE_PROC);
vacuumstate->collation = index->rd_indcollation[IndexRelationGetNumberOfKeyAttributes(index) - 1];
vacuumstate->procinfo = index_getprocinfo(index, 1, HNSW_DISTANCE_PROC);
vacuumstate->collation = index->rd_indcollation[0];
vacuumstate->ntup = palloc0(HNSW_TUPLE_ALLOC_SIZE);
vacuumstate->tmpCtx = AllocSetContextCreate(CurrentMemoryContext,
"Hnsw vacuum temporary context",

View File

@@ -12,6 +12,22 @@ my $limit = 20;
my $dim = 3;
my $array_sql = join(",", ('random()') x $dim);
my $nc = 50;
my @types = ("int4", "int8", "text", "uuid", "varchar");
my $type = $types[rand(@types)];
sub cast_c
{
my ($c) = @_;
if ($type eq "uuid")
{
return "('00000000-0000-0000-0000-0000000000' || LPAD(($c)::text, 2, '0'))::uuid";
}
else
{
return "($c)::$type";
}
}
sub test_recall
{
@@ -21,7 +37,7 @@ sub test_recall
my $explain = $node->safe_psql("postgres", qq(
SET enable_seqscan = off;
EXPLAIN ANALYZE SELECT i FROM tst WHERE c = $cs[0] ORDER BY v $operator '$queries[0]' LIMIT $limit;
EXPLAIN ANALYZE SELECT i FROM tst WHERE c = @{[cast_c($cs[0])]} ORDER BY v $operator '$queries[0]' LIMIT $limit;
));
like($explain, qr/Index Cond/);
@@ -29,7 +45,7 @@ sub test_recall
{
my $actual = $node->safe_psql("postgres", qq(
SET enable_seqscan = off;
SELECT i FROM tst WHERE c = $cs[$i] ORDER BY v $operator '$queries[$i]' LIMIT $limit;
SELECT i FROM tst WHERE c = @{[cast_c($cs[$i])]} ORDER BY v $operator '$queries[$i]' LIMIT $limit;
));
my @actual_ids = split("\n", $actual);
my %actual_set = map { $_ => 1 } @actual_ids;
@@ -58,14 +74,15 @@ $node->start;
# Create table
$node->safe_psql("postgres", "CREATE EXTENSION vector;");
$node->safe_psql("postgres", "CREATE TABLE tst (i int4, v vector($dim), c int8);");
$node->safe_psql("postgres",
"INSERT INTO tst SELECT i, ARRAY[$array_sql], i % $nc FROM generate_series(1, 10000) i;"
);
$node->safe_psql("postgres", "CREATE INDEX ON tst USING hnsw (c, v vector_l2_ops);");
$node->safe_psql("postgres",
"INSERT INTO tst SELECT i, ARRAY[$array_sql], i % $nc FROM generate_series(1, 10000) i;"
);
$node->safe_psql("postgres", "CREATE TABLE tst (i int4, v vector($dim), c $type, c2 $type);");
$node->safe_psql("postgres", qq(
INSERT INTO tst SELECT i, ARRAY[$array_sql], @{[cast_c("i % $nc")]}, @{[cast_c("i % $nc")]} FROM generate_series(1, 10000) i;
));
$node->safe_psql("postgres", "CREATE INDEX ON tst USING hnsw (v vector_l2_ops, c, c2);");
$node->safe_psql("postgres", qq(
INSERT INTO tst SELECT i, ARRAY[$array_sql], @{[cast_c("i % $nc")]}, @{[cast_c("i % $nc")]} FROM generate_series(1, 10000) i;
));
$node->safe_psql("postgres", "ANALYZE tst;");
# Generate queries
for (1 .. 20)
@@ -85,7 +102,7 @@ for my $i (0 .. $#queries)
{
my $res = $node->safe_psql("postgres", qq(
SET enable_indexscan = off;
SELECT i FROM tst WHERE c = $cs[$i] ORDER BY v <-> '$queries[$i]' LIMIT $limit;
SELECT i FROM tst WHERE c = @{[cast_c($cs[$i])]} ORDER BY v <-> '$queries[$i]' LIMIT $limit;
));
push(@expected, $res);
}
@@ -93,21 +110,45 @@ for my $i (0 .. $#queries)
# Test recall
test_recall(0.99, '<->');
# Test no conditions
my $explain = $node->safe_psql("postgres", qq(
EXPLAIN ANALYZE SELECT i FROM tst ORDER BY v <-> '$queries[0]' LIMIT $limit;
));
like($explain, qr/Index Scan/);
# Test range
$explain = $node->safe_psql("postgres", qq(
EXPLAIN ANALYZE SELECT i FROM tst WHERE c >= @{[cast_c(1)]} AND c <= @{[cast_c(3)]} ORDER BY v <-> '$queries[0]' LIMIT $limit;
));
like($explain, qr/Index Cond: \(\(\S+ >= \S+\) AND \(\S+ <= \S+\)\)/);
# Test multiple conditions
$explain = $node->safe_psql("postgres", qq(
EXPLAIN ANALYZE SELECT i FROM tst WHERE c = @{[cast_c($cs[0])]} AND c2 = @{[cast_c($cs[0])]} ORDER BY v <-> '$queries[0]' LIMIT $limit;
));
like($explain, qr/Index Cond: \(\(\S+ = \S+\) AND \(\S+ = \S+\)\)/);
# Test no order
$explain = $node->safe_psql("postgres", qq(
EXPLAIN ANALYZE SELECT i FROM tst WHERE c = @{[cast_c($cs[0])]} LIMIT $limit;
));
like($explain, qr/Seq Scan/);
# Test vacuum
$node->safe_psql("postgres", "DELETE FROM tst WHERE c > 5;");
$node->safe_psql("postgres", "DELETE FROM tst WHERE c > @{[cast_c(5)]};");
$node->safe_psql("postgres", "VACUUM tst;");
# Test columns
my ($ret, $stdout, $stderr) = $node->psql("postgres", "CREATE INDEX ON tst USING hnsw (c);");
like($stderr, qr/last column must be a vector/);
like($stderr, qr/first column must be a vector/);
($ret, $stdout, $stderr) = $node->psql("postgres", "CREATE INDEX ON tst USING hnsw (c, c);");
like($stderr, qr/last column must be a vector/);
($ret, $stdout, $stderr) = $node->psql("postgres", "CREATE INDEX ON tst USING hnsw (c, v vector_l2_ops);");
like($stderr, qr/first column must be a vector/);
($ret, $stdout, $stderr) = $node->psql("postgres", "CREATE INDEX ON tst USING hnsw (c, c, v vector_l2_ops);");
like($stderr, qr/index cannot have more than two columns/);
($ret, $stdout, $stderr) = $node->psql("postgres", "CREATE INDEX ON tst USING hnsw (v vector_l2_ops, c, c, c);");
like($stderr, qr/index cannot have more than three columns/);
($ret, $stdout, $stderr) = $node->psql("postgres", "CREATE INDEX ON tst USING hnsw (v vector_l2_ops, v vector_l2_ops);");
like($stderr, qr/column 1 cannot be a vector/);
like($stderr, qr/column 2 cannot be a vector/);
done_testing();