Skip to content
Projects
Groups
Snippets
Help
Loading...
Help
Support
Keyboard shortcuts
?
Submit feedback
Contribute to GitLab
Sign in / Register
Toggle navigation
M
MariaDB
Project overview
Project overview
Details
Activity
Releases
Repository
Repository
Files
Commits
Branches
Tags
Contributors
Graph
Compare
Issues
0
Issues
0
List
Boards
Labels
Milestones
Merge Requests
0
Merge Requests
0
CI / CD
CI / CD
Pipelines
Jobs
Schedules
Analytics
Analytics
CI / CD
Repository
Value Stream
Wiki
Wiki
Snippets
Snippets
Members
Members
Collapse sidebar
Close sidebar
Activity
Graph
Create a new issue
Jobs
Commits
Issue Boards
Open sidebar
nexedi
MariaDB
Commits
73d37653
Commit
73d37653
authored
Jun 04, 2024
by
Sergei Golubchik
Browse files
Options
Browse Files
Download
Email Patches
Plain Diff
mhnsw: cache neighbors too
parent
0951f3b1
Changes
1
Hide whitespace changes
Inline
Side-by-side
Showing
1 changed file
with
75 additions
and
72 deletions
+75
-72
sql/vector_mhnsw.cc
sql/vector_mhnsw.cc
+75
-72
No files found.
sql/vector_mhnsw.cc
View file @
73d37653
...
...
@@ -58,13 +58,17 @@ class FVectorNode: public FVector
{
private:
uchar
*
ref
;
List
<
FVectorNode
>
*
neighbors
=
nullptr
;
char
*
neighbors_read
=
0
;
public:
FVectorNode
(
MHNSW_Context
*
ctx_
,
const
void
*
ref_
);
FVectorNode
(
MHNSW_Context
*
ctx_
,
const
void
*
ref_
,
const
void
*
vec_
);
float
distance_to
(
const
FVector
&
other
)
const
;
int
instantiate_vector
();
int
instantiate_neighbors
(
size_t
layer
);
size_t
get_ref_len
()
const
;
uchar
*
get_ref
()
const
{
return
ref
;
}
List
<
FVectorNode
>
&
get_neighbors
(
size_t
layer
)
const
;
bool
is_new
()
const
;
static
uchar
*
get_key
(
const
FVectorNode
*
elem
,
size_t
*
key_len
,
my_bool
);
...
...
@@ -130,6 +134,55 @@ int FVectorNode::instantiate_vector()
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
{
return
ctx
->
table
->
file
->
ref_length
;
...
...
@@ -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
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
,
size_t
layer
_number
,
const
FVector
&
target
,
size_t
layer
,
const
FVector
&
target
,
const
List
<
FVectorNode
>
&
candidates
,
size_t
max_neighbor_connections
,
List
<
FVectorNode
>
*
neighbors
)
...
...
@@ -242,11 +259,7 @@ static int select_neighbors(MHNSW_Context *ctx,
{
for
(
const
FVectorNode
&
candidate
:
candidates
)
{
List
<
FVectorNode
>
candidate_neighbors
;
if
(
int
err
=
get_neighbors
(
ctx
,
layer_number
,
candidate
,
&
candidate_neighbors
))
return
err
;
for
(
const
FVectorNode
&
extra_candidate
:
candidate_neighbors
)
for
(
const
FVectorNode
&
extra_candidate
:
candidate
.
get_neighbors
(
layer
))
{
if
(
visited
.
find
(
&
extra_candidate
))
continue
;
...
...
@@ -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
List
<
FVectorNode
>
&
new_neighbors
)
{
...
...
@@ -353,19 +366,19 @@ static int write_neighbors(MHNSW_Context *ctx, size_t layer_number,
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
[
2
]
->
store_binary
(
neighbor_array_bytes
,
total_size
);
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
]);
}
else
{
dbug_print_vec_ref
(
"UPDATE "
,
layer
_number
,
source_node
);
dbug_print_vec_neigh
(
layer
_number
,
new_neighbors
);
dbug_print_vec_ref
(
"UPDATE "
,
layer
,
source_node
);
dbug_print_vec_neigh
(
layer
,
new_neighbors
);
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
);
...
...
@@ -381,39 +394,33 @@ static int write_neighbors(MHNSW_Context *ctx, size_t layer_number,
}
static
int
update_second_degree_neighbors
(
MHNSW_Context
*
ctx
,
size_t
layer_number
,
static
int
update_second_degree_neighbors
(
MHNSW_Context
*
ctx
,
size_t
layer
,
uint
max_neighbors
,
const
FVectorNode
&
source_node
,
const
List
<
FVectorNode
>
&
neighbors
)
{
//dbug_print_vec_ref("Updating second degree neighbors", layer
_number
, source_node);
//dbug_print_vec_neigh(layer
_number
, neighbors);
//dbug_print_vec_ref("Updating second degree neighbors", layer, source_node);
//dbug_print_vec_neigh(layer, neighbors);
for
(
const
FVectorNode
&
neigh
:
neighbors
)
// XXX why this loop?
{
List
<
FVectorNode
>
new_neighbors
;
if
(
int
err
=
get_neighbors
(
ctx
,
layer_number
,
neigh
,
&
new_neighbors
))
return
err
;
new_neighbors
.
push_back
(
&
source_node
,
&
ctx
->
root
);
if
(
int
err
=
write_neighbors
(
ctx
,
layer_number
,
neigh
,
new_neighbors
))
neigh
.
get_neighbors
(
layer
).
push_back
(
&
source_node
,
&
ctx
->
root
);
if
(
int
err
=
write_neighbors
(
ctx
,
layer
,
neigh
,
neigh
.
get_neighbors
(
layer
)))
return
err
;
}
for
(
const
FVectorNode
&
neigh
:
neighbors
)
{
List
<
FVectorNode
>
new_neighbors
;
if
(
int
err
=
get_neighbors
(
ctx
,
layer_number
,
neigh
,
&
new_neighbors
))
return
err
;
if
(
new_neighbors
.
elements
>
max_neighbors
)
if
(
neigh
.
get_neighbors
(
layer
).
elements
>
max_neighbors
)
{
// shrink the neighbors
List
<
FVectorNode
>
selected
;
if
(
int
err
=
select_neighbors
(
ctx
,
layer_number
,
neigh
,
new_neighbors
,
max_neighbors
,
&
selected
))
if
(
int
err
=
select_neighbors
(
ctx
,
layer
,
neigh
,
neigh
.
get_neighbors
(
layer
),
max_neighbors
,
&
selected
))
return
err
;
if
(
int
err
=
write_neighbors
(
ctx
,
layer
_number
,
neigh
,
selected
))
if
(
int
err
=
write_neighbors
(
ctx
,
layer
,
neigh
,
selected
))
return
err
;
// XXX neigh.get_neighbors(layer)= selected;
}
}
...
...
@@ -422,15 +429,15 @@ static int update_second_degree_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
List
<
FVectorNode
>
&
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
;
// 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
);
}
...
...
@@ -473,10 +480,7 @@ static int search_layer(MHNSW_Context *ctx,
// Can't get better.
}
List
<
FVectorNode
>
neighbors
;
get_neighbors
(
ctx
,
layer
,
cur_vec
,
&
neighbors
);
for
(
const
FVectorNode
&
neigh
:
neighbors
)
for
(
const
FVectorNode
&
neigh
:
cur_vec
.
get_neighbors
(
layer
))
{
dbug_print_hash_vec
(
visited
);
if
(
visited
.
find
(
&
neigh
))
...
...
@@ -496,7 +500,6 @@ static int search_layer(MHNSW_Context *ctx,
furthest_best
=
best
.
top
()
->
distance_to
(
target
);
}
}
neighbors
.
empty
();
}
DBUG_PRINT
(
"VECTOR"
,
(
"SEARCH_LAYER_END %d best"
,
best
.
elements
()));
...
...
Write
Preview
Markdown
is supported
0%
Try again
or
attach a new file
Attach a file
Cancel
You are about to add
0
people
to the discussion. Proceed with caution.
Finish editing this message first!
Cancel
Please
register
or
sign in
to comment