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nexedi
MariaDB
Commits
73d37653
Commit
73d37653
authored
Jun 04, 2024
by
Sergei Golubchik
Browse files
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mhnsw: cache neighbors too
parent
0951f3b1
Changes
1
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1 changed file
with
75 additions
and
72 deletions
+75
-72
sql/vector_mhnsw.cc
sql/vector_mhnsw.cc
+75
-72
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sql/vector_mhnsw.cc
View file @
73d37653
...
@@ -58,13 +58,17 @@ class FVectorNode: public FVector
...
@@ -58,13 +58,17 @@ class FVectorNode: public FVector
{
{
private:
private:
uchar
*
ref
;
uchar
*
ref
;
List
<
FVectorNode
>
*
neighbors
=
nullptr
;
char
*
neighbors_read
=
0
;
public:
public:
FVectorNode
(
MHNSW_Context
*
ctx_
,
const
void
*
ref_
);
FVectorNode
(
MHNSW_Context
*
ctx_
,
const
void
*
ref_
);
FVectorNode
(
MHNSW_Context
*
ctx_
,
const
void
*
ref_
,
const
void
*
vec_
);
FVectorNode
(
MHNSW_Context
*
ctx_
,
const
void
*
ref_
,
const
void
*
vec_
);
float
distance_to
(
const
FVector
&
other
)
const
;
float
distance_to
(
const
FVector
&
other
)
const
;
int
instantiate_vector
();
int
instantiate_vector
();
int
instantiate_neighbors
(
size_t
layer
);
size_t
get_ref_len
()
const
;
size_t
get_ref_len
()
const
;
uchar
*
get_ref
()
const
{
return
ref
;
}
uchar
*
get_ref
()
const
{
return
ref
;
}
List
<
FVectorNode
>
&
get_neighbors
(
size_t
layer
)
const
;
bool
is_new
()
const
;
bool
is_new
()
const
;
static
uchar
*
get_key
(
const
FVectorNode
*
elem
,
size_t
*
key_len
,
my_bool
);
static
uchar
*
get_key
(
const
FVectorNode
*
elem
,
size_t
*
key_len
,
my_bool
);
...
@@ -130,6 +134,55 @@ int FVectorNode::instantiate_vector()
...
@@ -130,6 +134,55 @@ int FVectorNode::instantiate_vector()
return
0
;
return
0
;
}
}
int
FVectorNode
::
instantiate_neighbors
(
size_t
layer
)
{
if
(
!
neighbors
)
{
neighbors
=
new
(
&
ctx
->
root
)
List
<
FVectorNode
>
[
layer
+
1
];
neighbors_read
=
(
char
*
)
alloc_root
(
&
ctx
->
root
,
layer
+
1
);
bzero
(
neighbors_read
,
layer
+
1
);
}
if
(
!
neighbors_read
[
layer
])
{
if
(
!
is_new
())
{
TABLE
*
graph
=
ctx
->
table
->
hlindex
;
uchar
*
key
=
static_cast
<
uchar
*>
(
alloca
(
graph
->
key_info
->
key_length
));
const
size_t
ref_len
=
get_ref_len
();
graph
->
field
[
0
]
->
store
(
layer
,
false
);
graph
->
field
[
1
]
->
store_binary
(
ref
,
ref_len
);
key_copy
(
key
,
graph
->
record
[
0
],
graph
->
key_info
,
graph
->
key_info
->
key_length
);
if
(
int
err
=
graph
->
file
->
ha_index_read_map
(
graph
->
record
[
0
],
key
,
HA_WHOLE_KEY
,
HA_READ_KEY_EXACT
))
return
err
;
String
strbuf
,
*
str
=
graph
->
field
[
2
]
->
val_str
(
&
strbuf
);
const
char
*
neigh_arr_bytes
=
str
->
ptr
();
uint
number_of_neighbors
=
HNSW_MAX_M_read
(
neigh_arr_bytes
);
if
(
number_of_neighbors
*
ref_len
+
HNSW_MAX_M_WIDTH
!=
str
->
length
())
return
HA_ERR_CRASHED
;
// should not happen, corrupted HNSW index
const
char
*
pos
=
neigh_arr_bytes
+
HNSW_MAX_M_WIDTH
;
for
(
uint
i
=
0
;
i
<
number_of_neighbors
;
i
++
)
{
FVectorNode
*
neigh
=
ctx
->
get_node
(
pos
);
neighbors
[
layer
].
push_back
(
neigh
,
&
ctx
->
root
);
pos
+=
ref_len
;
}
}
neighbors_read
[
layer
]
=
1
;
}
return
0
;
}
List
<
FVectorNode
>
&
FVectorNode
::
get_neighbors
(
size_t
layer
)
const
{
const_cast
<
FVectorNode
*>
(
this
)
->
instantiate_neighbors
(
layer
);
return
neighbors
[
layer
];
}
size_t
FVectorNode
::
get_ref_len
()
const
size_t
FVectorNode
::
get_ref_len
()
const
{
{
return
ctx
->
table
->
file
->
ref_length
;
return
ctx
->
table
->
file
->
ref_length
;
...
@@ -172,44 +225,8 @@ static int cmp_vec(const FVector *target, const FVectorNode *a, const FVectorNod
...
@@ -172,44 +225,8 @@ static int cmp_vec(const FVector *target, const FVectorNode *a, const FVectorNod
const
bool
KEEP_PRUNED_CONNECTIONS
=
true
;
// XXX why?
const
bool
KEEP_PRUNED_CONNECTIONS
=
true
;
// XXX why?
const
bool
EXTEND_CANDIDATES
=
true
;
// XXX or false?
const
bool
EXTEND_CANDIDATES
=
true
;
// XXX or false?
static
int
get_neighbors
(
MHNSW_Context
*
ctx
,
size_t
layer_number
,
const
FVectorNode
&
source_node
,
List
<
FVectorNode
>
*
neighbors
)
{
TABLE
*
graph
=
ctx
->
table
->
hlindex
;
uchar
*
key
=
static_cast
<
uchar
*>
(
alloca
(
graph
->
key_info
->
key_length
));
graph
->
field
[
0
]
->
store
(
layer_number
,
false
);
graph
->
field
[
1
]
->
store_binary
(
source_node
.
get_ref
(),
source_node
.
get_ref_len
());
key_copy
(
key
,
graph
->
record
[
0
],
graph
->
key_info
,
graph
->
key_info
->
key_length
);
if
(
int
err
=
graph
->
file
->
ha_index_read_map
(
graph
->
record
[
0
],
key
,
HA_WHOLE_KEY
,
HA_READ_KEY_EXACT
))
return
err
;
String
strbuf
,
*
str
=
graph
->
field
[
2
]
->
val_str
(
&
strbuf
);
// mhnsw_insert() guarantees that all ref have the same length
uint
ref_length
=
source_node
.
get_ref_len
();
const
char
*
neigh_arr_bytes
=
str
->
ptr
();
uint
number_of_neighbors
=
HNSW_MAX_M_read
(
neigh_arr_bytes
);
if
(
number_of_neighbors
*
ref_length
+
HNSW_MAX_M_WIDTH
!=
str
->
length
())
return
HA_ERR_CRASHED
;
// should not happen, corrupted HNSW index
const
char
*
pos
=
neigh_arr_bytes
+
HNSW_MAX_M_WIDTH
;
for
(
uint
i
=
0
;
i
<
number_of_neighbors
;
i
++
)
{
FVectorNode
*
neigh
=
ctx
->
get_node
(
pos
);
neighbors
->
push_back
(
neigh
,
&
ctx
->
root
);
pos
+=
ref_length
;
}
return
0
;
}
static
int
select_neighbors
(
MHNSW_Context
*
ctx
,
static
int
select_neighbors
(
MHNSW_Context
*
ctx
,
size_t
layer
_number
,
const
FVector
&
target
,
size_t
layer
,
const
FVector
&
target
,
const
List
<
FVectorNode
>
&
candidates
,
const
List
<
FVectorNode
>
&
candidates
,
size_t
max_neighbor_connections
,
size_t
max_neighbor_connections
,
List
<
FVectorNode
>
*
neighbors
)
List
<
FVectorNode
>
*
neighbors
)
...
@@ -242,11 +259,7 @@ static int select_neighbors(MHNSW_Context *ctx,
...
@@ -242,11 +259,7 @@ static int select_neighbors(MHNSW_Context *ctx,
{
{
for
(
const
FVectorNode
&
candidate
:
candidates
)
for
(
const
FVectorNode
&
candidate
:
candidates
)
{
{
List
<
FVectorNode
>
candidate_neighbors
;
for
(
const
FVectorNode
&
extra_candidate
:
candidate
.
get_neighbors
(
layer
))
if
(
int
err
=
get_neighbors
(
ctx
,
layer_number
,
candidate
,
&
candidate_neighbors
))
return
err
;
for
(
const
FVectorNode
&
extra_candidate
:
candidate_neighbors
)
{
{
if
(
visited
.
find
(
&
extra_candidate
))
if
(
visited
.
find
(
&
extra_candidate
))
continue
;
continue
;
...
@@ -330,7 +343,7 @@ static void dbug_print_hash_vec(Hash_set<FVectorNode> &h)
...
@@ -330,7 +343,7 @@ static void dbug_print_hash_vec(Hash_set<FVectorNode> &h)
}
}
static
int
write_neighbors
(
MHNSW_Context
*
ctx
,
size_t
layer
_number
,
static
int
write_neighbors
(
MHNSW_Context
*
ctx
,
size_t
layer
,
const
FVectorNode
&
source_node
,
const
FVectorNode
&
source_node
,
const
List
<
FVectorNode
>
&
new_neighbors
)
const
List
<
FVectorNode
>
&
new_neighbors
)
{
{
...
@@ -353,19 +366,19 @@ static int write_neighbors(MHNSW_Context *ctx, size_t layer_number,
...
@@ -353,19 +366,19 @@ static int write_neighbors(MHNSW_Context *ctx, size_t layer_number,
pos
+=
node
.
get_ref_len
();
pos
+=
node
.
get_ref_len
();
}
}
graph
->
field
[
0
]
->
store
(
layer
_number
,
false
);
graph
->
field
[
0
]
->
store
(
layer
,
false
);
graph
->
field
[
1
]
->
store_binary
(
source_node
.
get_ref
(),
source_node
.
get_ref_len
());
graph
->
field
[
1
]
->
store_binary
(
source_node
.
get_ref
(),
source_node
.
get_ref_len
());
graph
->
field
[
2
]
->
store_binary
(
neighbor_array_bytes
,
total_size
);
graph
->
field
[
2
]
->
store_binary
(
neighbor_array_bytes
,
total_size
);
if
(
source_node
.
is_new
())
if
(
source_node
.
is_new
())
{
{
dbug_print_vec_ref
(
"INSERT "
,
layer
_number
,
source_node
);
dbug_print_vec_ref
(
"INSERT "
,
layer
,
source_node
);
err
=
graph
->
file
->
ha_write_row
(
graph
->
record
[
0
]);
err
=
graph
->
file
->
ha_write_row
(
graph
->
record
[
0
]);
}
}
else
else
{
{
dbug_print_vec_ref
(
"UPDATE "
,
layer
_number
,
source_node
);
dbug_print_vec_ref
(
"UPDATE "
,
layer
,
source_node
);
dbug_print_vec_neigh
(
layer
_number
,
new_neighbors
);
dbug_print_vec_neigh
(
layer
,
new_neighbors
);
uchar
*
key
=
static_cast
<
uchar
*>
(
alloca
(
graph
->
key_info
->
key_length
));
uchar
*
key
=
static_cast
<
uchar
*>
(
alloca
(
graph
->
key_info
->
key_length
));
key_copy
(
key
,
graph
->
record
[
0
],
graph
->
key_info
,
graph
->
key_info
->
key_length
);
key_copy
(
key
,
graph
->
record
[
0
],
graph
->
key_info
,
graph
->
key_info
->
key_length
);
...
@@ -381,39 +394,33 @@ static int write_neighbors(MHNSW_Context *ctx, size_t layer_number,
...
@@ -381,39 +394,33 @@ static int write_neighbors(MHNSW_Context *ctx, size_t layer_number,
}
}
static
int
update_second_degree_neighbors
(
MHNSW_Context
*
ctx
,
static
int
update_second_degree_neighbors
(
MHNSW_Context
*
ctx
,
size_t
layer
,
size_t
layer_number
,
uint
max_neighbors
,
uint
max_neighbors
,
const
FVectorNode
&
source_node
,
const
FVectorNode
&
source_node
,
const
List
<
FVectorNode
>
&
neighbors
)
const
List
<
FVectorNode
>
&
neighbors
)
{
{
//dbug_print_vec_ref("Updating second degree neighbors", layer
_number
, source_node);
//dbug_print_vec_ref("Updating second degree neighbors", layer, source_node);
//dbug_print_vec_neigh(layer
_number
, neighbors);
//dbug_print_vec_neigh(layer, neighbors);
for
(
const
FVectorNode
&
neigh
:
neighbors
)
// XXX why this loop?
for
(
const
FVectorNode
&
neigh
:
neighbors
)
// XXX why this loop?
{
{
List
<
FVectorNode
>
new_neighbors
;
neigh
.
get_neighbors
(
layer
).
push_back
(
&
source_node
,
&
ctx
->
root
);
if
(
int
err
=
get_neighbors
(
ctx
,
layer_number
,
neigh
,
&
new_neighbors
))
if
(
int
err
=
write_neighbors
(
ctx
,
layer
,
neigh
,
neigh
.
get_neighbors
(
layer
)))
return
err
;
new_neighbors
.
push_back
(
&
source_node
,
&
ctx
->
root
);
if
(
int
err
=
write_neighbors
(
ctx
,
layer_number
,
neigh
,
new_neighbors
))
return
err
;
return
err
;
}
}
for
(
const
FVectorNode
&
neigh
:
neighbors
)
for
(
const
FVectorNode
&
neigh
:
neighbors
)
{
{
List
<
FVectorNode
>
new_neighbors
;
if
(
neigh
.
get_neighbors
(
layer
).
elements
>
max_neighbors
)
if
(
int
err
=
get_neighbors
(
ctx
,
layer_number
,
neigh
,
&
new_neighbors
))
return
err
;
if
(
new_neighbors
.
elements
>
max_neighbors
)
{
{
// shrink the neighbors
// shrink the neighbors
List
<
FVectorNode
>
selected
;
List
<
FVectorNode
>
selected
;
if
(
int
err
=
select_neighbors
(
ctx
,
layer_number
,
neigh
,
if
(
int
err
=
select_neighbors
(
ctx
,
layer
,
neigh
,
new_neighbors
,
max_neighbors
,
&
selected
))
neigh
.
get_neighbors
(
layer
),
max_neighbors
,
&
selected
))
return
err
;
return
err
;
if
(
int
err
=
write_neighbors
(
ctx
,
layer
_number
,
neigh
,
selected
))
if
(
int
err
=
write_neighbors
(
ctx
,
layer
,
neigh
,
selected
))
return
err
;
return
err
;
// XXX neigh.get_neighbors(layer)= selected;
}
}
}
}
...
@@ -422,15 +429,15 @@ static int update_second_degree_neighbors(MHNSW_Context *ctx,
...
@@ -422,15 +429,15 @@ static int update_second_degree_neighbors(MHNSW_Context *ctx,
static
int
update_neighbors
(
MHNSW_Context
*
ctx
,
static
int
update_neighbors
(
MHNSW_Context
*
ctx
,
size_t
layer
_number
,
uint
max_neighbors
,
size_t
layer
,
uint
max_neighbors
,
const
FVectorNode
&
source_node
,
const
FVectorNode
&
source_node
,
const
List
<
FVectorNode
>
&
neighbors
)
const
List
<
FVectorNode
>
&
neighbors
)
{
{
// 1. update node's neighbors
// 1. update node's neighbors
if
(
int
err
=
write_neighbors
(
ctx
,
layer
_number
,
source_node
,
neighbors
))
if
(
int
err
=
write_neighbors
(
ctx
,
layer
,
source_node
,
neighbors
))
return
err
;
return
err
;
// 2. update node's neighbors' neighbors (shrink before update)
// 2. update node's neighbors' neighbors (shrink before update)
return
update_second_degree_neighbors
(
ctx
,
layer
_number
,
return
update_second_degree_neighbors
(
ctx
,
layer
,
max_neighbors
,
source_node
,
neighbors
);
max_neighbors
,
source_node
,
neighbors
);
}
}
...
@@ -473,10 +480,7 @@ static int search_layer(MHNSW_Context *ctx,
...
@@ -473,10 +480,7 @@ static int search_layer(MHNSW_Context *ctx,
// Can't get better.
// Can't get better.
}
}
List
<
FVectorNode
>
neighbors
;
for
(
const
FVectorNode
&
neigh
:
cur_vec
.
get_neighbors
(
layer
))
get_neighbors
(
ctx
,
layer
,
cur_vec
,
&
neighbors
);
for
(
const
FVectorNode
&
neigh
:
neighbors
)
{
{
dbug_print_hash_vec
(
visited
);
dbug_print_hash_vec
(
visited
);
if
(
visited
.
find
(
&
neigh
))
if
(
visited
.
find
(
&
neigh
))
...
@@ -496,7 +500,6 @@ static int search_layer(MHNSW_Context *ctx,
...
@@ -496,7 +500,6 @@ static int search_layer(MHNSW_Context *ctx,
furthest_best
=
best
.
top
()
->
distance_to
(
target
);
furthest_best
=
best
.
top
()
->
distance_to
(
target
);
}
}
}
}
neighbors
.
empty
();
}
}
DBUG_PRINT
(
"VECTOR"
,
(
"SEARCH_LAYER_END %d best"
,
best
.
elements
()));
DBUG_PRINT
(
"VECTOR"
,
(
"SEARCH_LAYER_END %d best"
,
best
.
elements
()));
...
...
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