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https://github.com/pgvector/pgvector.git
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3 Commits
minivec0
...
hnsw-less-
| Author | SHA1 | Date | |
|---|---|---|---|
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5dcdb5a75a | ||
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2fdadebce0 | ||
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385f4a707e |
8
.github/workflows/build.yml
vendored
8
.github/workflows/build.yml
vendored
@@ -8,18 +8,18 @@ jobs:
|
||||
fail-fast: false
|
||||
matrix:
|
||||
include:
|
||||
# - postgres: 18
|
||||
# os: ubuntu-24.04
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- postgres: 17
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||||
os: ubuntu-24.04
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os: ubuntu-22.04
|
||||
- postgres: 16
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os: ubuntu-22.04
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- postgres: 15
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||||
os: ubuntu-22.04
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- postgres: 14
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os: ubuntu-20.04
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os: ubuntu-22.04
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||||
- postgres: 13
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||||
os: ubuntu-20.04
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- postgres: 12
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os: ubuntu-20.04
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steps:
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- uses: actions/checkout@v4
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- uses: ankane/setup-postgres@v1
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|
||||
23
CHANGELOG.md
23
CHANGELOG.md
@@ -1,25 +1,4 @@
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## 0.8.0 (unreleased)
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|
||||
- Added casts for arrays to `sparsevec`
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- Reduced memory usage for HNSW index scans
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- Dropped support for Postgres 12
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|
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## 0.7.4 (2024-08-05)
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|
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- Fixed locking for parallel HNSW index builds
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- Fixed compilation error with GCC 14 on i386 when SSE2 is not enabled
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|
||||
## 0.7.3 (2024-07-22)
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||||
|
||||
- Fixed `failed to add index item` error with `sparsevec`
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- Fixed compilation error with FreeBSD ARM
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||||
- Fixed compilation warning with MSVC and Postgres 16
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||||
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## 0.7.2 (2024-06-11)
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- Fixed initialization fork for indexes on unlogged tables
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|
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## 0.7.1 (2024-06-03)
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## 0.7.1 (unreleased)
|
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|
||||
- Improved performance of on-disk HNSW index builds
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- Fixed `undefined symbol` error with GCC 8
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||||
|
||||
@@ -2,7 +2,7 @@
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"name": "vector",
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"abstract": "Open-source vector similarity search for Postgres",
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"description": "Supports L2 distance, inner product, and cosine distance",
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"version": "0.7.4",
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"version": "0.7.0",
|
||||
"maintainer": [
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"Andrew Kane <andrew@ankane.org>"
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||||
],
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@@ -20,7 +20,7 @@
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"vector": {
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"file": "sql/vector.sql",
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"docfile": "README.md",
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"version": "0.7.4",
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"version": "0.7.0",
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||||
"abstract": "Open-source vector similarity search for Postgres"
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||||
}
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||||
},
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||||
|
||||
13
Makefile
13
Makefile
@@ -1,11 +1,10 @@
|
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EXTENSION = vector
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EXTVERSION = 0.7.4
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EXTVERSION = 0.7.0
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|
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MODULE_big = vector
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DATA = $(wildcard sql/*--*--*.sql)
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DATA_built = sql/$(EXTENSION)--$(EXTVERSION).sql
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OBJS = src/bitutils.o src/bitvec.o src/halfutils.o src/halfvec.o src/hnsw.o src/hnswbuild.o src/hnswinsert.o src/hnswscan.o src/hnswutils.o src/hnswvacuum.o src/ivfbuild.o src/ivfflat.o src/ivfinsert.o src/ivfkmeans.o src/ivfscan.o src/ivfutils.o src/minivec.o src/ivfvacuum.o src/sparsevec.o src/vector.o
|
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HEADERS = src/halfvec.h src/minivec.h src/sparsevec.h src/vector.h
|
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DATA = $(wildcard sql/*--*.sql)
|
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OBJS = src/bitutils.o src/bitvec.o src/halfutils.o src/halfvec.o src/hnsw.o src/hnswbuild.o src/hnswinsert.o src/hnswscan.o src/hnswutils.o src/hnswvacuum.o src/ivfbuild.o src/ivfflat.o src/ivfinsert.o src/ivfkmeans.o src/ivfscan.o src/ivfutils.o src/ivfvacuum.o src/sparsevec.o src/vector.o
|
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HEADERS = src/halfvec.h src/sparsevec.h src/vector.h
|
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|
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TESTS = $(wildcard test/sql/*.sql)
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REGRESS = $(patsubst test/sql/%.sql,%,$(TESTS))
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@@ -43,6 +42,8 @@ all: sql/$(EXTENSION)--$(EXTVERSION).sql
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sql/$(EXTENSION)--$(EXTVERSION).sql: sql/$(EXTENSION).sql
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cp $< $@
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|
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EXTRA_CLEAN = sql/$(EXTENSION)--$(EXTVERSION).sql
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|
||||
PG_CONFIG ?= pg_config
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PGXS := $(shell $(PG_CONFIG) --pgxs)
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include $(PGXS)
|
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@@ -52,7 +53,7 @@ ifeq ($(PROVE),)
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PROVE = prove
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||||
endif
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||||
|
||||
# for Postgres < 15
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# for Postgres 15
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PROVE_FLAGS += -I ./test/perl
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|
||||
prove_installcheck:
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||||
|
||||
23
Makefile.win
23
Makefile.win
@@ -1,11 +1,10 @@
|
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EXTENSION = vector
|
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EXTVERSION = 0.7.4
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EXTVERSION = 0.7.0
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|
||||
DATA_built = sql\$(EXTENSION)--$(EXTVERSION).sql
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OBJS = src\bitutils.obj src\bitvec.obj src\halfutils.obj src\halfvec.obj src\hnsw.obj src\hnswbuild.obj src\hnswinsert.obj src\hnswscan.obj src\hnswutils.obj src\hnswvacuum.obj src\ivfbuild.obj src\ivfflat.obj src\ivfinsert.obj src\ivfkmeans.obj src\ivfscan.obj src\ivfutils.obj src\ivfvacuum.obj src\minivec.obj src\sparsevec.obj src\vector.obj
|
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HEADERS = src\halfvec.h src\minivec.h src\sparsevec.h src\vector.h
|
||||
OBJS = src\bitutils.obj src\bitvec.obj src\halfutils.obj src\halfvec.obj src\hnsw.obj src\hnswbuild.obj src\hnswinsert.obj src\hnswscan.obj src\hnswutils.obj src\hnswvacuum.obj src\ivfbuild.obj src\ivfflat.obj src\ivfinsert.obj src\ivfkmeans.obj src\ivfscan.obj src\ivfutils.obj src\ivfvacuum.obj src\sparsevec.obj src\vector.obj
|
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HEADERS = src\halfvec.h src\sparsevec.h src\vector.h
|
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|
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REGRESS = bit btree cast copy halfvec hnsw_bit hnsw_halfvec hnsw_sparsevec hnsw_vector ivfflat_bit ivfflat_halfvec ivfflat_vector minivec sparsevec vector_type
|
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REGRESS = bit btree cast copy halfvec hnsw_bit hnsw_halfvec hnsw_sparsevec hnsw_vector ivfflat_bit ivfflat_halfvec ivfflat_vector sparsevec vector_type
|
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REGRESS_OPTS = --inputdir=test --load-extension=$(EXTENSION)
|
||||
|
||||
# For /arch flags
|
||||
@@ -20,6 +19,11 @@ PG_CFLAGS = $(PG_CFLAGS) $(OPTFLAGS) /O2 /fp:fast
|
||||
# https://learn.microsoft.com/en-us/cpp/error-messages/tool-errors/vectorizer-and-parallelizer-messages
|
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# PG_CFLAGS = $(PG_CFLAGS) /Qvec-report:2
|
||||
|
||||
all: sql\$(EXTENSION)--$(EXTVERSION).sql
|
||||
|
||||
sql\$(EXTENSION)--$(EXTVERSION).sql: sql\$(EXTENSION).sql
|
||||
copy sql\$(EXTENSION).sql $@
|
||||
|
||||
# TODO use pg_config
|
||||
!ifndef PGROOT
|
||||
!error PGROOT is not set
|
||||
@@ -39,18 +43,15 @@ SHLIB = $(EXTENSION).dll
|
||||
|
||||
LIBS = "$(LIBDIR)\postgres.lib"
|
||||
|
||||
all: $(SHLIB) $(DATA_built)
|
||||
|
||||
.c.obj:
|
||||
$(CC) $(CFLAGS) /c $< /Fo$@
|
||||
|
||||
$(SHLIB): $(OBJS)
|
||||
$(CC) $(CFLAGS) $(OBJS) $(LIBS) /link /DLL /OUT:$(SHLIB)
|
||||
|
||||
sql\$(EXTENSION)--$(EXTVERSION).sql: sql\$(EXTENSION).sql
|
||||
copy sql\$(EXTENSION).sql $@
|
||||
all: $(SHLIB)
|
||||
|
||||
install: all
|
||||
install:
|
||||
copy $(SHLIB) "$(PKGLIBDIR)"
|
||||
copy $(EXTENSION).control "$(SHAREDIR)\extension"
|
||||
copy sql\$(EXTENSION)--*.sql "$(SHAREDIR)\extension"
|
||||
@@ -69,6 +70,6 @@ uninstall:
|
||||
|
||||
clean:
|
||||
del /f $(SHLIB) $(EXTENSION).lib $(EXTENSION).exp
|
||||
del /f $(DATA_built)
|
||||
del /f $(OBJS)
|
||||
del /f sql\$(EXTENSION)--$(EXTVERSION).sql
|
||||
del /f /s /q results regression.diffs regression.out tmp_check tmp_check_iso log output_iso
|
||||
|
||||
49
README.md
49
README.md
@@ -21,7 +21,7 @@ Compile and install the extension (supports Postgres 12+)
|
||||
|
||||
```sh
|
||||
cd /tmp
|
||||
git clone --branch v0.7.4 https://github.com/pgvector/pgvector.git
|
||||
git clone --branch v0.7.0 https://github.com/pgvector/pgvector.git
|
||||
cd pgvector
|
||||
make
|
||||
make install # may need sudo
|
||||
@@ -46,7 +46,7 @@ Then use `nmake` to build:
|
||||
```cmd
|
||||
set "PGROOT=C:\Program Files\PostgreSQL\16"
|
||||
cd %TEMP%
|
||||
git clone --branch v0.7.4 https://github.com/pgvector/pgvector.git
|
||||
git clone --branch v0.7.0 https://github.com/pgvector/pgvector.git
|
||||
cd pgvector
|
||||
nmake /F Makefile.win
|
||||
nmake /F Makefile.win install
|
||||
@@ -106,7 +106,7 @@ Insert vectors
|
||||
INSERT INTO items (embedding) VALUES ('[1,2,3]'), ('[4,5,6]');
|
||||
```
|
||||
|
||||
Or load vectors in bulk using `COPY` ([example](https://github.com/pgvector/pgvector-python/blob/master/examples/loading/example.py))
|
||||
Or load vectors in bulk using `COPY` ([example](https://github.com/pgvector/pgvector-python/blob/master/examples/bulk_loading.py))
|
||||
|
||||
```sql
|
||||
COPY items (embedding) FROM STDIN WITH (FORMAT BINARY);
|
||||
@@ -202,7 +202,7 @@ You can add an index to use approximate nearest neighbor search, which trades so
|
||||
|
||||
Supported index types are:
|
||||
|
||||
- [HNSW](#hnsw)
|
||||
- [HNSW](#hnsw) - added in 0.5.0
|
||||
- [IVFFlat](#ivfflat)
|
||||
|
||||
## HNSW
|
||||
@@ -473,7 +473,7 @@ SELECT * FROM items ORDER BY embedding::halfvec(3) <-> '[1,2,3]' LIMIT 5;
|
||||
|
||||
## Binary Vectors
|
||||
|
||||
Use the `bit` type to store binary vectors ([example](https://github.com/pgvector/pgvector-python/blob/master/examples/imagehash/example.py))
|
||||
Use the `bit` type to store binary vectors ([example](https://github.com/pgvector/pgvector-python/blob/master/examples/hash_image_search.py))
|
||||
|
||||
```sql
|
||||
CREATE TABLE items (id bigserial PRIMARY KEY, embedding bit(3));
|
||||
@@ -551,7 +551,7 @@ SELECT id, content FROM items, plainto_tsquery('hello search') query
|
||||
WHERE textsearch @@ query ORDER BY ts_rank_cd(textsearch, query) DESC LIMIT 5;
|
||||
```
|
||||
|
||||
You can use [Reciprocal Rank Fusion](https://github.com/pgvector/pgvector-python/blob/master/examples/hybrid_search/rrf.py) or a [cross-encoder](https://github.com/pgvector/pgvector-python/blob/master/examples/hybrid_search/cross_encoder.py) to combine results.
|
||||
You can use [Reciprocal Rank Fusion](https://github.com/pgvector/pgvector-python/blob/master/examples/hybrid_search_rrf.py) or a [cross-encoder](https://github.com/pgvector/pgvector-python/blob/master/examples/hybrid_search.py) to combine results.
|
||||
|
||||
## Indexing Subvectors
|
||||
|
||||
@@ -597,7 +597,7 @@ Be sure to restart Postgres for changes to take effect.
|
||||
|
||||
### Loading
|
||||
|
||||
Use `COPY` for bulk loading data ([example](https://github.com/pgvector/pgvector-python/blob/master/examples/loading/example.py)).
|
||||
Use `COPY` for bulk loading data ([example](https://github.com/pgvector/pgvector-python/blob/master/examples/bulk_loading.py)).
|
||||
|
||||
```sql
|
||||
COPY items (embedding) FROM STDIN WITH (FORMAT BINARY);
|
||||
@@ -687,7 +687,7 @@ Scale pgvector the same way you scale Postgres.
|
||||
|
||||
Scale vertically by increasing memory, CPU, and storage on a single instance. Use existing tools to [tune parameters](#tuning) and [monitor performance](#monitoring).
|
||||
|
||||
Scale horizontally with [replicas](https://www.postgresql.org/docs/current/hot-standby.html), or use [Citus](https://github.com/citusdata/citus) or another approach for sharding ([example](https://github.com/pgvector/pgvector-python/blob/master/examples/citus/example.py)).
|
||||
Scale horizontally with [replicas](https://www.postgresql.org/docs/current/hot-standby.html), or use [Citus](https://github.com/citusdata/citus) or another approach for sharding ([example](https://github.com/pgvector/pgvector-python/blob/master/examples/citus.py)).
|
||||
|
||||
## Languages
|
||||
|
||||
@@ -934,37 +934,6 @@ Function | Description | Added
|
||||
avg(halfvec) → halfvec | average | 0.7.0
|
||||
sum(halfvec) → halfvec | sum | 0.7.0
|
||||
|
||||
### Minivec Type
|
||||
|
||||
Each mini vector takes `dimensions + 8` bytes of storage. Each element is a E4M3 8-bit floating-point number, and all elements must be finite (no `NaN`). Mini vectors can have up to 16,000 dimensions.
|
||||
|
||||
### Minivec Operators
|
||||
|
||||
Operator | Description | Added
|
||||
--- | --- | ---
|
||||
\+ | element-wise addition | 0.8.0
|
||||
\- | element-wise subtraction | 0.8.0
|
||||
\* | element-wise multiplication | 0.8.0
|
||||
\|\| | concatenate | 0.8.0
|
||||
<-> | Euclidean distance | 0.8.0
|
||||
<#> | negative inner product | 0.8.0
|
||||
<=> | cosine distance | 0.8.0
|
||||
<+> | taxicab distance | 0.8.0
|
||||
|
||||
### Minivec Functions
|
||||
|
||||
Function | Description | Added
|
||||
--- | --- | ---
|
||||
binary_quantize(minivec) → bit | binary quantize | 0.8.0
|
||||
cosine_distance(minivec, minivec) → double precision | cosine distance | 0.8.0
|
||||
inner_product(minivec, minivec) → double precision | inner product | 0.8.0
|
||||
l1_distance(minivec, minivec) → double precision | taxicab distance | 0.8.0
|
||||
l2_distance(minivec, minivec) → double precision | Euclidean distance | 0.8.0
|
||||
l2_norm(minivec) → double precision | Euclidean norm | 0.8.0
|
||||
l2_normalize(minivec) → minivec | Normalize with Euclidean norm | 0.8.0
|
||||
subvector(minivec, integer, integer) → minivec | subvector | 0.8.0
|
||||
vector_dims(minivec) → integer | number of dimensions | 0.8.0
|
||||
|
||||
### Bit Type
|
||||
|
||||
Each bit vector takes `dimensions / 8 + 8` bytes of storage. See the [Postgres docs](https://www.postgresql.org/docs/current/datatype-bit.html) for more info.
|
||||
@@ -1082,7 +1051,7 @@ This adds pgvector to the [Postgres image](https://hub.docker.com/_/postgres) (r
|
||||
You can also build the image manually:
|
||||
|
||||
```sh
|
||||
git clone --branch v0.7.4 https://github.com/pgvector/pgvector.git
|
||||
git clone --branch v0.7.0 https://github.com/pgvector/pgvector.git
|
||||
cd pgvector
|
||||
docker build --pull --build-arg PG_MAJOR=16 -t myuser/pgvector .
|
||||
```
|
||||
|
||||
@@ -1,2 +0,0 @@
|
||||
-- complain if script is sourced in psql, rather than via CREATE EXTENSION
|
||||
\echo Use "ALTER EXTENSION vector UPDATE TO '0.7.1'" to load this file. \quit
|
||||
@@ -1,2 +0,0 @@
|
||||
-- complain if script is sourced in psql, rather than via CREATE EXTENSION
|
||||
\echo Use "ALTER EXTENSION vector UPDATE TO '0.7.2'" to load this file. \quit
|
||||
@@ -1,2 +0,0 @@
|
||||
-- complain if script is sourced in psql, rather than via CREATE EXTENSION
|
||||
\echo Use "ALTER EXTENSION vector UPDATE TO '0.7.3'" to load this file. \quit
|
||||
@@ -1,2 +0,0 @@
|
||||
-- complain if script is sourced in psql, rather than via CREATE EXTENSION
|
||||
\echo Use "ALTER EXTENSION vector UPDATE TO '0.7.4'" to load this file. \quit
|
||||
@@ -1,28 +0,0 @@
|
||||
-- complain if script is sourced in psql, rather than via CREATE EXTENSION
|
||||
\echo Use "ALTER EXTENSION vector UPDATE TO '0.8.0'" to load this file. \quit
|
||||
|
||||
-- TODO minivec functions
|
||||
|
||||
CREATE FUNCTION array_to_sparsevec(integer[], integer, boolean) RETURNS sparsevec
|
||||
AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
|
||||
|
||||
CREATE FUNCTION array_to_sparsevec(real[], integer, boolean) RETURNS sparsevec
|
||||
AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
|
||||
|
||||
CREATE FUNCTION array_to_sparsevec(double precision[], integer, boolean) RETURNS sparsevec
|
||||
AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
|
||||
|
||||
CREATE FUNCTION array_to_sparsevec(numeric[], integer, boolean) RETURNS sparsevec
|
||||
AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
|
||||
|
||||
CREATE CAST (integer[] AS sparsevec)
|
||||
WITH FUNCTION array_to_sparsevec(integer[], integer, boolean) AS ASSIGNMENT;
|
||||
|
||||
CREATE CAST (real[] AS sparsevec)
|
||||
WITH FUNCTION array_to_sparsevec(real[], integer, boolean) AS ASSIGNMENT;
|
||||
|
||||
CREATE CAST (double precision[] AS sparsevec)
|
||||
WITH FUNCTION array_to_sparsevec(double precision[], integer, boolean) AS ASSIGNMENT;
|
||||
|
||||
CREATE CAST (numeric[] AS sparsevec)
|
||||
WITH FUNCTION array_to_sparsevec(numeric[], integer, boolean) AS ASSIGNMENT;
|
||||
289
sql/vector.sql
289
sql/vector.sql
@@ -272,9 +272,6 @@ CREATE FUNCTION ivfflat_bit_support(internal) RETURNS internal
|
||||
CREATE FUNCTION hnsw_halfvec_support(internal) RETURNS internal
|
||||
AS 'MODULE_PATHNAME' LANGUAGE C;
|
||||
|
||||
CREATE FUNCTION hnsw_minivec_support(internal) RETURNS internal
|
||||
AS 'MODULE_PATHNAME' LANGUAGE C;
|
||||
|
||||
CREATE FUNCTION hnsw_bit_support(internal) RETURNS internal
|
||||
AS 'MODULE_PATHNAME' LANGUAGE C;
|
||||
|
||||
@@ -650,268 +647,6 @@ CREATE OPERATOR CLASS halfvec_l1_ops
|
||||
FUNCTION 1 l1_distance(halfvec, halfvec),
|
||||
FUNCTION 3 hnsw_halfvec_support(internal);
|
||||
|
||||
-- minivec type
|
||||
|
||||
CREATE TYPE minivec;
|
||||
|
||||
CREATE FUNCTION minivec_in(cstring, oid, integer) RETURNS minivec
|
||||
AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
|
||||
|
||||
CREATE FUNCTION minivec_out(minivec) RETURNS cstring
|
||||
AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
|
||||
|
||||
CREATE FUNCTION minivec_typmod_in(cstring[]) RETURNS integer
|
||||
AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
|
||||
|
||||
CREATE FUNCTION minivec_recv(internal, oid, integer) RETURNS minivec
|
||||
AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
|
||||
|
||||
CREATE FUNCTION minivec_send(minivec) RETURNS bytea
|
||||
AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
|
||||
|
||||
CREATE TYPE minivec (
|
||||
INPUT = minivec_in,
|
||||
OUTPUT = minivec_out,
|
||||
TYPMOD_IN = minivec_typmod_in,
|
||||
RECEIVE = minivec_recv,
|
||||
SEND = minivec_send,
|
||||
STORAGE = external
|
||||
);
|
||||
|
||||
-- minivec functions
|
||||
|
||||
CREATE FUNCTION l2_distance(minivec, minivec) RETURNS float8
|
||||
AS 'MODULE_PATHNAME', 'minivec_l2_distance' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
|
||||
|
||||
CREATE FUNCTION inner_product(minivec, minivec) RETURNS float8
|
||||
AS 'MODULE_PATHNAME', 'minivec_inner_product' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
|
||||
|
||||
CREATE FUNCTION cosine_distance(minivec, minivec) RETURNS float8
|
||||
AS 'MODULE_PATHNAME', 'minivec_cosine_distance' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
|
||||
|
||||
CREATE FUNCTION l1_distance(minivec, minivec) RETURNS float8
|
||||
AS 'MODULE_PATHNAME', 'minivec_l1_distance' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
|
||||
|
||||
CREATE FUNCTION vector_dims(minivec) RETURNS integer
|
||||
AS 'MODULE_PATHNAME', 'minivec_vector_dims' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
|
||||
|
||||
CREATE FUNCTION l2_norm(minivec) RETURNS float8
|
||||
AS 'MODULE_PATHNAME', 'minivec_l2_norm' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
|
||||
|
||||
CREATE FUNCTION l2_normalize(minivec) RETURNS minivec
|
||||
AS 'MODULE_PATHNAME', 'minivec_l2_normalize' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
|
||||
|
||||
CREATE FUNCTION binary_quantize(minivec) RETURNS bit
|
||||
AS 'MODULE_PATHNAME', 'minivec_binary_quantize' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
|
||||
|
||||
CREATE FUNCTION subvector(minivec, int, int) RETURNS minivec
|
||||
AS 'MODULE_PATHNAME', 'minivec_subvector' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
|
||||
|
||||
-- minivec private functions
|
||||
|
||||
CREATE FUNCTION minivec_add(minivec, minivec) RETURNS minivec
|
||||
AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
|
||||
|
||||
CREATE FUNCTION minivec_sub(minivec, minivec) RETURNS minivec
|
||||
AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
|
||||
|
||||
CREATE FUNCTION minivec_mul(minivec, minivec) RETURNS minivec
|
||||
AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
|
||||
|
||||
CREATE FUNCTION minivec_concat(minivec, minivec) RETURNS minivec
|
||||
AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
|
||||
|
||||
CREATE FUNCTION minivec_lt(minivec, minivec) RETURNS bool
|
||||
AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
|
||||
|
||||
CREATE FUNCTION minivec_le(minivec, minivec) RETURNS bool
|
||||
AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
|
||||
|
||||
CREATE FUNCTION minivec_eq(minivec, minivec) RETURNS bool
|
||||
AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
|
||||
|
||||
CREATE FUNCTION minivec_ne(minivec, minivec) RETURNS bool
|
||||
AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
|
||||
|
||||
CREATE FUNCTION minivec_ge(minivec, minivec) RETURNS bool
|
||||
AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
|
||||
|
||||
CREATE FUNCTION minivec_gt(minivec, minivec) RETURNS bool
|
||||
AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
|
||||
|
||||
CREATE FUNCTION minivec_cmp(minivec, minivec) RETURNS int4
|
||||
AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
|
||||
|
||||
CREATE FUNCTION minivec_l2_squared_distance(minivec, minivec) RETURNS float8
|
||||
AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
|
||||
|
||||
CREATE FUNCTION minivec_negative_inner_product(minivec, minivec) RETURNS float8
|
||||
AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
|
||||
|
||||
-- minivec cast functions
|
||||
|
||||
CREATE FUNCTION minivec(minivec, integer, boolean) RETURNS minivec
|
||||
AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
|
||||
|
||||
CREATE FUNCTION minivec_to_vector(minivec, integer, boolean) RETURNS vector
|
||||
AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
|
||||
|
||||
CREATE FUNCTION vector_to_minivec(vector, integer, boolean) RETURNS minivec
|
||||
AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
|
||||
|
||||
CREATE FUNCTION array_to_minivec(integer[], integer, boolean) RETURNS minivec
|
||||
AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
|
||||
|
||||
CREATE FUNCTION array_to_minivec(real[], integer, boolean) RETURNS minivec
|
||||
AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
|
||||
|
||||
CREATE FUNCTION array_to_minivec(double precision[], integer, boolean) RETURNS minivec
|
||||
AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
|
||||
|
||||
CREATE FUNCTION array_to_minivec(numeric[], integer, boolean) RETURNS minivec
|
||||
AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
|
||||
|
||||
CREATE FUNCTION minivec_to_float4(minivec, integer, boolean) RETURNS real[]
|
||||
AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
|
||||
|
||||
-- minivec casts
|
||||
|
||||
CREATE CAST (minivec AS minivec)
|
||||
WITH FUNCTION minivec(minivec, integer, boolean) AS IMPLICIT;
|
||||
|
||||
CREATE CAST (minivec AS vector)
|
||||
WITH FUNCTION minivec_to_vector(minivec, integer, boolean) AS ASSIGNMENT;
|
||||
|
||||
CREATE CAST (vector AS minivec)
|
||||
WITH FUNCTION vector_to_minivec(vector, integer, boolean) AS IMPLICIT;
|
||||
|
||||
CREATE CAST (minivec AS real[])
|
||||
WITH FUNCTION minivec_to_float4(minivec, integer, boolean) AS ASSIGNMENT;
|
||||
|
||||
CREATE CAST (integer[] AS minivec)
|
||||
WITH FUNCTION array_to_minivec(integer[], integer, boolean) AS ASSIGNMENT;
|
||||
|
||||
CREATE CAST (real[] AS minivec)
|
||||
WITH FUNCTION array_to_minivec(real[], integer, boolean) AS ASSIGNMENT;
|
||||
|
||||
CREATE CAST (double precision[] AS minivec)
|
||||
WITH FUNCTION array_to_minivec(double precision[], integer, boolean) AS ASSIGNMENT;
|
||||
|
||||
CREATE CAST (numeric[] AS minivec)
|
||||
WITH FUNCTION array_to_minivec(numeric[], integer, boolean) AS ASSIGNMENT;
|
||||
|
||||
-- minivec operators
|
||||
|
||||
CREATE OPERATOR <-> (
|
||||
LEFTARG = minivec, RIGHTARG = minivec, PROCEDURE = l2_distance,
|
||||
COMMUTATOR = '<->'
|
||||
);
|
||||
|
||||
CREATE OPERATOR <#> (
|
||||
LEFTARG = minivec, RIGHTARG = minivec, PROCEDURE = minivec_negative_inner_product,
|
||||
COMMUTATOR = '<#>'
|
||||
);
|
||||
|
||||
CREATE OPERATOR <=> (
|
||||
LEFTARG = minivec, RIGHTARG = minivec, PROCEDURE = cosine_distance,
|
||||
COMMUTATOR = '<=>'
|
||||
);
|
||||
|
||||
CREATE OPERATOR <+> (
|
||||
LEFTARG = minivec, RIGHTARG = minivec, PROCEDURE = l1_distance,
|
||||
COMMUTATOR = '<+>'
|
||||
);
|
||||
|
||||
CREATE OPERATOR + (
|
||||
LEFTARG = minivec, RIGHTARG = minivec, PROCEDURE = minivec_add,
|
||||
COMMUTATOR = +
|
||||
);
|
||||
|
||||
CREATE OPERATOR - (
|
||||
LEFTARG = minivec, RIGHTARG = minivec, PROCEDURE = minivec_sub
|
||||
);
|
||||
|
||||
CREATE OPERATOR * (
|
||||
LEFTARG = minivec, RIGHTARG = minivec, PROCEDURE = minivec_mul,
|
||||
COMMUTATOR = *
|
||||
);
|
||||
|
||||
CREATE OPERATOR || (
|
||||
LEFTARG = minivec, RIGHTARG = minivec, PROCEDURE = minivec_concat
|
||||
);
|
||||
|
||||
CREATE OPERATOR < (
|
||||
LEFTARG = minivec, RIGHTARG = minivec, PROCEDURE = minivec_lt,
|
||||
COMMUTATOR = > , NEGATOR = >= ,
|
||||
RESTRICT = scalarltsel, JOIN = scalarltjoinsel
|
||||
);
|
||||
|
||||
CREATE OPERATOR <= (
|
||||
LEFTARG = minivec, RIGHTARG = minivec, PROCEDURE = minivec_le,
|
||||
COMMUTATOR = >= , NEGATOR = > ,
|
||||
RESTRICT = scalarlesel, JOIN = scalarlejoinsel
|
||||
);
|
||||
|
||||
CREATE OPERATOR = (
|
||||
LEFTARG = minivec, RIGHTARG = minivec, PROCEDURE = minivec_eq,
|
||||
COMMUTATOR = = , NEGATOR = <> ,
|
||||
RESTRICT = eqsel, JOIN = eqjoinsel
|
||||
);
|
||||
|
||||
CREATE OPERATOR <> (
|
||||
LEFTARG = minivec, RIGHTARG = minivec, PROCEDURE = minivec_ne,
|
||||
COMMUTATOR = <> , NEGATOR = = ,
|
||||
RESTRICT = eqsel, JOIN = eqjoinsel
|
||||
);
|
||||
|
||||
CREATE OPERATOR >= (
|
||||
LEFTARG = minivec, RIGHTARG = minivec, PROCEDURE = minivec_ge,
|
||||
COMMUTATOR = <= , NEGATOR = < ,
|
||||
RESTRICT = scalargesel, JOIN = scalargejoinsel
|
||||
);
|
||||
|
||||
CREATE OPERATOR > (
|
||||
LEFTARG = minivec, RIGHTARG = minivec, PROCEDURE = minivec_gt,
|
||||
COMMUTATOR = < , NEGATOR = <= ,
|
||||
RESTRICT = scalargtsel, JOIN = scalargtjoinsel
|
||||
);
|
||||
|
||||
-- minivec op classes
|
||||
|
||||
CREATE OPERATOR CLASS minivec_ops
|
||||
DEFAULT FOR TYPE minivec USING btree AS
|
||||
OPERATOR 1 < ,
|
||||
OPERATOR 2 <= ,
|
||||
OPERATOR 3 = ,
|
||||
OPERATOR 4 >= ,
|
||||
OPERATOR 5 > ,
|
||||
FUNCTION 1 minivec_cmp(minivec, minivec);
|
||||
|
||||
CREATE OPERATOR CLASS minivec_l2_ops
|
||||
FOR TYPE minivec USING hnsw AS
|
||||
OPERATOR 1 <-> (minivec, minivec) FOR ORDER BY float_ops,
|
||||
FUNCTION 1 minivec_l2_squared_distance(minivec, minivec),
|
||||
FUNCTION 3 hnsw_minivec_support(internal);
|
||||
|
||||
CREATE OPERATOR CLASS minivec_ip_ops
|
||||
FOR TYPE minivec USING hnsw AS
|
||||
OPERATOR 1 <#> (minivec, minivec) FOR ORDER BY float_ops,
|
||||
FUNCTION 1 minivec_negative_inner_product(minivec, minivec),
|
||||
FUNCTION 3 hnsw_minivec_support(internal);
|
||||
|
||||
CREATE OPERATOR CLASS minivec_cosine_ops
|
||||
FOR TYPE minivec USING hnsw AS
|
||||
OPERATOR 1 <=> (minivec, minivec) FOR ORDER BY float_ops,
|
||||
FUNCTION 1 minivec_negative_inner_product(minivec, minivec),
|
||||
FUNCTION 2 l2_norm(minivec),
|
||||
FUNCTION 3 hnsw_minivec_support(internal);
|
||||
|
||||
CREATE OPERATOR CLASS minivec_l1_ops
|
||||
FOR TYPE minivec USING hnsw AS
|
||||
OPERATOR 1 <+> (minivec, minivec) FOR ORDER BY float_ops,
|
||||
FUNCTION 1 l1_distance(minivec, minivec),
|
||||
FUNCTION 3 hnsw_minivec_support(internal);
|
||||
|
||||
-- bit functions
|
||||
|
||||
CREATE FUNCTION hamming_distance(bit, bit) RETURNS float8
|
||||
@@ -1047,18 +782,6 @@ CREATE FUNCTION halfvec_to_sparsevec(halfvec, integer, boolean) RETURNS sparseve
|
||||
CREATE FUNCTION sparsevec_to_halfvec(sparsevec, integer, boolean) RETURNS halfvec
|
||||
AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
|
||||
|
||||
CREATE FUNCTION array_to_sparsevec(integer[], integer, boolean) RETURNS sparsevec
|
||||
AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
|
||||
|
||||
CREATE FUNCTION array_to_sparsevec(real[], integer, boolean) RETURNS sparsevec
|
||||
AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
|
||||
|
||||
CREATE FUNCTION array_to_sparsevec(double precision[], integer, boolean) RETURNS sparsevec
|
||||
AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
|
||||
|
||||
CREATE FUNCTION array_to_sparsevec(numeric[], integer, boolean) RETURNS sparsevec
|
||||
AS 'MODULE_PATHNAME' LANGUAGE C IMMUTABLE STRICT PARALLEL SAFE;
|
||||
|
||||
-- sparsevec casts
|
||||
|
||||
CREATE CAST (sparsevec AS sparsevec)
|
||||
@@ -1076,18 +799,6 @@ CREATE CAST (sparsevec AS halfvec)
|
||||
CREATE CAST (halfvec AS sparsevec)
|
||||
WITH FUNCTION halfvec_to_sparsevec(halfvec, integer, boolean) AS IMPLICIT;
|
||||
|
||||
CREATE CAST (integer[] AS sparsevec)
|
||||
WITH FUNCTION array_to_sparsevec(integer[], integer, boolean) AS ASSIGNMENT;
|
||||
|
||||
CREATE CAST (real[] AS sparsevec)
|
||||
WITH FUNCTION array_to_sparsevec(real[], integer, boolean) AS ASSIGNMENT;
|
||||
|
||||
CREATE CAST (double precision[] AS sparsevec)
|
||||
WITH FUNCTION array_to_sparsevec(double precision[], integer, boolean) AS ASSIGNMENT;
|
||||
|
||||
CREATE CAST (numeric[] AS sparsevec)
|
||||
WITH FUNCTION array_to_sparsevec(numeric[], integer, boolean) AS ASSIGNMENT;
|
||||
|
||||
-- sparsevec operators
|
||||
|
||||
CREATE OPERATOR <-> (
|
||||
|
||||
@@ -4,8 +4,8 @@
|
||||
#include "postgres.h"
|
||||
|
||||
/* Check version in first header */
|
||||
#if PG_VERSION_NUM < 130000
|
||||
#error "Requires PostgreSQL 13+"
|
||||
#if PG_VERSION_NUM < 120000
|
||||
#error "Requires PostgreSQL 12+"
|
||||
#endif
|
||||
|
||||
extern uint64 (*BitHammingDistance) (uint32 bytes, unsigned char *ax, unsigned char *bx, uint64 distance);
|
||||
|
||||
@@ -3,7 +3,6 @@
|
||||
#include "bitutils.h"
|
||||
#include "bitvec.h"
|
||||
#include "utils/varbit.h"
|
||||
#include "vector.h"
|
||||
|
||||
#if PG_VERSION_NUM >= 160000
|
||||
#include "varatt.h"
|
||||
@@ -41,7 +40,7 @@ CheckDims(VarBit *a, VarBit *b)
|
||||
/*
|
||||
* Get the Hamming distance between two bit vectors
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(hamming_distance);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(hamming_distance);
|
||||
Datum
|
||||
hamming_distance(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -56,7 +55,7 @@ hamming_distance(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Get the Jaccard distance between two bit vectors
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(jaccard_distance);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(jaccard_distance);
|
||||
Datum
|
||||
jaccard_distance(PG_FUNCTION_ARGS)
|
||||
{
|
||||
|
||||
@@ -19,6 +19,11 @@
|
||||
#include "utils/numeric.h"
|
||||
#include "vector.h"
|
||||
|
||||
#if PG_VERSION_NUM < 130000
|
||||
#define TYPALIGN_DOUBLE 'd'
|
||||
#define TYPALIGN_INT 'i'
|
||||
#endif
|
||||
|
||||
#define STATE_DIMS(x) (ARR_DIMS(x)[0] - 1)
|
||||
#define CreateStateDatums(dim) palloc(sizeof(Datum) * (dim + 1))
|
||||
|
||||
@@ -159,10 +164,28 @@ CheckStateArray(ArrayType *statearray, const char *caller)
|
||||
return (float8 *) ARR_DATA_PTR(statearray);
|
||||
}
|
||||
|
||||
#if PG_VERSION_NUM < 120003
|
||||
static pg_noinline void
|
||||
float_overflow_error(void)
|
||||
{
|
||||
ereport(ERROR,
|
||||
(errcode(ERRCODE_NUMERIC_VALUE_OUT_OF_RANGE),
|
||||
errmsg("value out of range: overflow")));
|
||||
}
|
||||
|
||||
static pg_noinline void
|
||||
float_underflow_error(void)
|
||||
{
|
||||
ereport(ERROR,
|
||||
(errcode(ERRCODE_NUMERIC_VALUE_OUT_OF_RANGE),
|
||||
errmsg("value out of range: underflow")));
|
||||
}
|
||||
#endif
|
||||
|
||||
/*
|
||||
* Convert textual representation to internal representation
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(halfvec_in);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(halfvec_in);
|
||||
Datum
|
||||
halfvec_in(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -276,7 +299,7 @@ halfvec_in(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Convert internal representation to textual representation
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(halfvec_out);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(halfvec_out);
|
||||
Datum
|
||||
halfvec_out(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -322,7 +345,7 @@ halfvec_out(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Convert type modifier
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(halfvec_typmod_in);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(halfvec_typmod_in);
|
||||
Datum
|
||||
halfvec_typmod_in(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -353,7 +376,7 @@ halfvec_typmod_in(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Convert external binary representation to internal representation
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(halfvec_recv);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(halfvec_recv);
|
||||
Datum
|
||||
halfvec_recv(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -387,7 +410,7 @@ halfvec_recv(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Convert internal representation to the external binary representation
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(halfvec_send);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(halfvec_send);
|
||||
Datum
|
||||
halfvec_send(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -407,7 +430,7 @@ halfvec_send(PG_FUNCTION_ARGS)
|
||||
* Convert half vector to half vector
|
||||
* This is needed to check the type modifier
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(halfvec);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(halfvec);
|
||||
Datum
|
||||
halfvec(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -422,7 +445,7 @@ halfvec(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Convert array to half vector
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(array_to_halfvec);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(array_to_halfvec);
|
||||
Datum
|
||||
array_to_halfvec(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -496,7 +519,7 @@ array_to_halfvec(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Convert half vector to float4[]
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(halfvec_to_float4);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(halfvec_to_float4);
|
||||
Datum
|
||||
halfvec_to_float4(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -520,7 +543,7 @@ halfvec_to_float4(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Convert vector to half vec
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(vector_to_halfvec);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(vector_to_halfvec);
|
||||
Datum
|
||||
vector_to_halfvec(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -542,7 +565,7 @@ vector_to_halfvec(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Get the L2 distance between half vectors
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(halfvec_l2_distance);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(halfvec_l2_distance);
|
||||
Datum
|
||||
halfvec_l2_distance(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -557,7 +580,7 @@ halfvec_l2_distance(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Get the L2 squared distance between half vectors
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(halfvec_l2_squared_distance);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(halfvec_l2_squared_distance);
|
||||
Datum
|
||||
halfvec_l2_squared_distance(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -572,7 +595,7 @@ halfvec_l2_squared_distance(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Get the inner product of two half vectors
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(halfvec_inner_product);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(halfvec_inner_product);
|
||||
Datum
|
||||
halfvec_inner_product(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -587,7 +610,7 @@ halfvec_inner_product(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Get the negative inner product of two half vectors
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(halfvec_negative_inner_product);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(halfvec_negative_inner_product);
|
||||
Datum
|
||||
halfvec_negative_inner_product(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -602,7 +625,7 @@ halfvec_negative_inner_product(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Get the cosine distance between two half vectors
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(halfvec_cosine_distance);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(halfvec_cosine_distance);
|
||||
Datum
|
||||
halfvec_cosine_distance(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -634,7 +657,7 @@ halfvec_cosine_distance(PG_FUNCTION_ARGS)
|
||||
* Currently uses angular distance since needs to satisfy triangle inequality
|
||||
* Assumes inputs are unit vectors (skips norm)
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(halfvec_spherical_distance);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(halfvec_spherical_distance);
|
||||
Datum
|
||||
halfvec_spherical_distance(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -658,7 +681,7 @@ halfvec_spherical_distance(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Get the L1 distance between two half vectors
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(halfvec_l1_distance);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(halfvec_l1_distance);
|
||||
Datum
|
||||
halfvec_l1_distance(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -673,7 +696,7 @@ halfvec_l1_distance(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Get the dimensions of a half vector
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(halfvec_vector_dims);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(halfvec_vector_dims);
|
||||
Datum
|
||||
halfvec_vector_dims(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -685,7 +708,7 @@ halfvec_vector_dims(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Get the L2 norm of a half vector
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(halfvec_l2_norm);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(halfvec_l2_norm);
|
||||
Datum
|
||||
halfvec_l2_norm(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -707,7 +730,7 @@ halfvec_l2_norm(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Normalize a half vector with the L2 norm
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(halfvec_l2_normalize);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(halfvec_l2_normalize);
|
||||
Datum
|
||||
halfvec_l2_normalize(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -746,7 +769,7 @@ halfvec_l2_normalize(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Add half vectors
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(halfvec_add);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(halfvec_add);
|
||||
Datum
|
||||
halfvec_add(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -785,7 +808,7 @@ halfvec_add(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Subtract half vectors
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(halfvec_sub);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(halfvec_sub);
|
||||
Datum
|
||||
halfvec_sub(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -824,7 +847,7 @@ halfvec_sub(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Multiply half vectors
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(halfvec_mul);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(halfvec_mul);
|
||||
Datum
|
||||
halfvec_mul(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -866,7 +889,7 @@ halfvec_mul(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Concatenate half vectors
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(halfvec_concat);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(halfvec_concat);
|
||||
Datum
|
||||
halfvec_concat(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -890,7 +913,7 @@ halfvec_concat(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Quantize a half vector
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(halfvec_binary_quantize);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(halfvec_binary_quantize);
|
||||
Datum
|
||||
halfvec_binary_quantize(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -908,7 +931,7 @@ halfvec_binary_quantize(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Get a subvector
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(halfvec_subvector);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(halfvec_subvector);
|
||||
Datum
|
||||
halfvec_subvector(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -982,7 +1005,7 @@ halfvec_cmp_internal(HalfVector * a, HalfVector * b)
|
||||
/*
|
||||
* Less than
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(halfvec_lt);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(halfvec_lt);
|
||||
Datum
|
||||
halfvec_lt(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -995,7 +1018,7 @@ halfvec_lt(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Less than or equal
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(halfvec_le);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(halfvec_le);
|
||||
Datum
|
||||
halfvec_le(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -1008,7 +1031,7 @@ halfvec_le(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Equal
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(halfvec_eq);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(halfvec_eq);
|
||||
Datum
|
||||
halfvec_eq(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -1021,7 +1044,7 @@ halfvec_eq(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Not equal
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(halfvec_ne);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(halfvec_ne);
|
||||
Datum
|
||||
halfvec_ne(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -1034,7 +1057,7 @@ halfvec_ne(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Greater than or equal
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(halfvec_ge);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(halfvec_ge);
|
||||
Datum
|
||||
halfvec_ge(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -1047,7 +1070,7 @@ halfvec_ge(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Greater than
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(halfvec_gt);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(halfvec_gt);
|
||||
Datum
|
||||
halfvec_gt(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -1060,7 +1083,7 @@ halfvec_gt(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Compare half vectors
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(halfvec_cmp);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(halfvec_cmp);
|
||||
Datum
|
||||
halfvec_cmp(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -1073,7 +1096,7 @@ halfvec_cmp(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Accumulate half vectors
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(halfvec_accum);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(halfvec_accum);
|
||||
Datum
|
||||
halfvec_accum(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -1134,7 +1157,7 @@ halfvec_accum(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Average half vectors
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(halfvec_avg);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(halfvec_avg);
|
||||
Datum
|
||||
halfvec_avg(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -1168,7 +1191,7 @@ halfvec_avg(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Convert sparse vector to half vector
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(sparsevec_to_halfvec);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(sparsevec_to_halfvec);
|
||||
Datum
|
||||
sparsevec_to_halfvec(PG_FUNCTION_ARGS)
|
||||
{
|
||||
|
||||
@@ -38,7 +38,7 @@
|
||||
/* F16C has better performance than _Float16 (on x86-64) */
|
||||
#if defined(__F16C__)
|
||||
#define F16C_SUPPORT
|
||||
#elif defined(__FLT16_MAX__) && !defined(HALFVEC_DISPATCH) && !defined(__FreeBSD__) && (!defined(__i386__) || defined(__SSE2__))
|
||||
#elif defined(__FLT16_MAX__) && !defined(HALFVEC_DISPATCH)
|
||||
#define FLT16_SUPPORT
|
||||
#endif
|
||||
|
||||
|
||||
45
src/hnsw.c
45
src/hnsw.c
@@ -9,7 +9,6 @@
|
||||
#include "commands/vacuum.h"
|
||||
#include "hnsw.h"
|
||||
#include "miscadmin.h"
|
||||
#include "utils/float.h"
|
||||
#include "utils/guc.h"
|
||||
#include "utils/selfuncs.h"
|
||||
|
||||
@@ -60,9 +59,17 @@ HnswInit(void)
|
||||
|
||||
hnsw_relopt_kind = add_reloption_kind();
|
||||
add_int_reloption(hnsw_relopt_kind, "m", "Max number of connections",
|
||||
HNSW_DEFAULT_M, HNSW_MIN_M, HNSW_MAX_M, AccessExclusiveLock);
|
||||
HNSW_DEFAULT_M, HNSW_MIN_M, HNSW_MAX_M
|
||||
#if PG_VERSION_NUM >= 130000
|
||||
,AccessExclusiveLock
|
||||
#endif
|
||||
);
|
||||
add_int_reloption(hnsw_relopt_kind, "ef_construction", "Size of the dynamic candidate list for construction",
|
||||
HNSW_DEFAULT_EF_CONSTRUCTION, HNSW_MIN_EF_CONSTRUCTION, HNSW_MAX_EF_CONSTRUCTION, AccessExclusiveLock);
|
||||
HNSW_DEFAULT_EF_CONSTRUCTION, HNSW_MIN_EF_CONSTRUCTION, HNSW_MAX_EF_CONSTRUCTION
|
||||
#if PG_VERSION_NUM >= 130000
|
||||
,AccessExclusiveLock
|
||||
#endif
|
||||
);
|
||||
|
||||
DefineCustomIntVariable("hnsw.ef_search", "Sets the size of the dynamic candidate list for search",
|
||||
"Valid range is 1..1000.", &hnsw_ef_search,
|
||||
@@ -105,8 +112,8 @@ hnswcostestimate(PlannerInfo *root, IndexPath *path, double loop_count,
|
||||
/* Never use index without order */
|
||||
if (path->indexorderbys == NULL)
|
||||
{
|
||||
*indexStartupCost = get_float8_infinity();
|
||||
*indexTotalCost = get_float8_infinity();
|
||||
*indexStartupCost = DBL_MAX;
|
||||
*indexTotalCost = DBL_MAX;
|
||||
*indexSelectivity = 0;
|
||||
*indexCorrelation = 0;
|
||||
*indexPages = 0;
|
||||
@@ -147,10 +154,23 @@ hnswoptions(Datum reloptions, bool validate)
|
||||
{"ef_construction", RELOPT_TYPE_INT, offsetof(HnswOptions, efConstruction)},
|
||||
};
|
||||
|
||||
#if PG_VERSION_NUM >= 130000
|
||||
return (bytea *) build_reloptions(reloptions, validate,
|
||||
hnsw_relopt_kind,
|
||||
sizeof(HnswOptions),
|
||||
tab, lengthof(tab));
|
||||
#else
|
||||
relopt_value *options;
|
||||
int numoptions;
|
||||
HnswOptions *rdopts;
|
||||
|
||||
options = parseRelOptions(reloptions, validate, hnsw_relopt_kind, &numoptions);
|
||||
rdopts = allocateReloptStruct(sizeof(HnswOptions), options, numoptions);
|
||||
fillRelOptions((void *) rdopts, sizeof(HnswOptions), options, numoptions,
|
||||
validate, tab, lengthof(tab));
|
||||
|
||||
return (bytea *) rdopts;
|
||||
#endif
|
||||
}
|
||||
|
||||
/*
|
||||
@@ -167,7 +187,7 @@ hnswvalidate(Oid opclassoid)
|
||||
*
|
||||
* See https://www.postgresql.org/docs/current/index-api.html
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(hnswhandler);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(hnswhandler);
|
||||
Datum
|
||||
hnswhandler(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -175,7 +195,9 @@ hnswhandler(PG_FUNCTION_ARGS)
|
||||
|
||||
amroutine->amstrategies = 0;
|
||||
amroutine->amsupport = 3;
|
||||
#if PG_VERSION_NUM >= 130000
|
||||
amroutine->amoptsprocnum = 0;
|
||||
#endif
|
||||
amroutine->amcanorder = false;
|
||||
amroutine->amcanorderbyop = true;
|
||||
amroutine->amcanbackward = false; /* can change direction mid-scan */
|
||||
@@ -188,24 +210,17 @@ hnswhandler(PG_FUNCTION_ARGS)
|
||||
amroutine->amclusterable = false;
|
||||
amroutine->ampredlocks = false;
|
||||
amroutine->amcanparallel = false;
|
||||
#if PG_VERSION_NUM >= 170000
|
||||
amroutine->amcanbuildparallel = true;
|
||||
#endif
|
||||
amroutine->amcaninclude = false;
|
||||
#if PG_VERSION_NUM >= 130000
|
||||
amroutine->amusemaintenanceworkmem = false; /* not used during VACUUM */
|
||||
#if PG_VERSION_NUM >= 160000
|
||||
amroutine->amsummarizing = false;
|
||||
#endif
|
||||
amroutine->amparallelvacuumoptions = VACUUM_OPTION_PARALLEL_BULKDEL;
|
||||
#endif
|
||||
amroutine->amkeytype = InvalidOid;
|
||||
|
||||
/* Interface functions */
|
||||
amroutine->ambuild = hnswbuild;
|
||||
amroutine->ambuildempty = hnswbuildempty;
|
||||
amroutine->aminsert = hnswinsert;
|
||||
#if PG_VERSION_NUM >= 170000
|
||||
amroutine->aminsertcleanup = NULL;
|
||||
#endif
|
||||
amroutine->ambulkdelete = hnswbulkdelete;
|
||||
amroutine->amvacuumcleanup = hnswvacuumcleanup;
|
||||
amroutine->amcanreturn = NULL;
|
||||
|
||||
17
src/hnsw.h
17
src/hnsw.h
@@ -76,6 +76,11 @@
|
||||
#define SeedRandom(seed) srandom(seed)
|
||||
#endif
|
||||
|
||||
#if PG_VERSION_NUM < 130000
|
||||
#define list_delete_last(list) list_truncate(list, list_length(list) - 1)
|
||||
#define list_sort(list, cmp) ((list) = list_qsort(list, cmp))
|
||||
#endif
|
||||
|
||||
#define HnswIsElementTuple(tup) ((tup)->type == HNSW_ELEMENT_TUPLE_TYPE)
|
||||
#define HnswIsNeighborTuple(tup) ((tup)->type == HNSW_NEIGHBOR_TUPLE_TYPE)
|
||||
|
||||
@@ -155,13 +160,11 @@ struct HnswNeighborArray
|
||||
HnswCandidate items[FLEXIBLE_ARRAY_MEMBER];
|
||||
};
|
||||
|
||||
typedef struct HnswSearchCandidate
|
||||
typedef struct HnswPairingHeapNode
|
||||
{
|
||||
pairingheap_node c_node;
|
||||
pairingheap_node w_node;
|
||||
HnswElementPtr element;
|
||||
float distance;
|
||||
} HnswSearchCandidate;
|
||||
pairingheap_node ph_node;
|
||||
HnswCandidate *inner;
|
||||
} HnswPairingHeapNode;
|
||||
|
||||
/* HNSW index options */
|
||||
typedef struct HnswOptions
|
||||
@@ -382,7 +385,7 @@ void *HnswAlloc(HnswAllocator * allocator, Size size);
|
||||
HnswElement HnswInitElement(char *base, ItemPointer tid, int m, double ml, int maxLevel, HnswAllocator * alloc);
|
||||
HnswElement HnswInitElementFromBlock(BlockNumber blkno, OffsetNumber offno);
|
||||
void HnswFindElementNeighbors(char *base, HnswElement element, HnswElement entryPoint, Relation index, FmgrInfo *procinfo, Oid collation, int m, int efConstruction, bool existing);
|
||||
HnswSearchCandidate *HnswEntryCandidate(char *base, HnswElement em, Datum q, Relation rel, FmgrInfo *procinfo, Oid collation, bool loadVec);
|
||||
HnswCandidate *HnswEntryCandidate(char *base, HnswElement em, Datum q, Relation rel, FmgrInfo *procinfo, Oid collation, bool loadVec);
|
||||
void HnswUpdateMetaPage(Relation index, int updateEntry, HnswElement entryPoint, BlockNumber insertPage, ForkNumber forkNum, bool building);
|
||||
void HnswSetNeighborTuple(char *base, HnswNeighborTuple ntup, HnswElement e, int m);
|
||||
void HnswAddHeapTid(HnswElement element, ItemPointer heaptid);
|
||||
|
||||
@@ -60,6 +60,12 @@
|
||||
#include "pgstat.h"
|
||||
#endif
|
||||
|
||||
#if PG_VERSION_NUM >= 130000
|
||||
#define CALLBACK_ITEM_POINTER ItemPointer tid
|
||||
#else
|
||||
#define CALLBACK_ITEM_POINTER HeapTuple hup
|
||||
#endif
|
||||
|
||||
#if PG_VERSION_NUM >= 140000
|
||||
#include "utils/backend_status.h"
|
||||
#include "utils/wait_event.h"
|
||||
@@ -69,6 +75,10 @@
|
||||
#define PARALLEL_KEY_HNSW_AREA UINT64CONST(0xA000000000000002)
|
||||
#define PARALLEL_KEY_QUERY_TEXT UINT64CONST(0xA000000000000003)
|
||||
|
||||
#if PG_VERSION_NUM < 130000
|
||||
#define GENERATIONCHUNK_RAWSIZE (SIZEOF_SIZE_T + SIZEOF_VOID_P * 2)
|
||||
#endif
|
||||
|
||||
/*
|
||||
* Create the metapage
|
||||
*/
|
||||
@@ -182,9 +192,7 @@ CreateGraphPages(HnswBuildState * buildstate)
|
||||
|
||||
/* Initial size check */
|
||||
if (etupSize > HNSW_TUPLE_ALLOC_SIZE)
|
||||
ereport(ERROR,
|
||||
(errcode(ERRCODE_PROGRAM_LIMIT_EXCEEDED),
|
||||
errmsg("index tuple too large")));
|
||||
elog(ERROR, "index tuple too large");
|
||||
|
||||
HnswSetElementTuple(base, etup, element);
|
||||
|
||||
@@ -371,13 +379,7 @@ UpdateNeighborsInMemory(char *base, FmgrInfo *procinfo, Oid collation, HnswEleme
|
||||
for (int lc = e->level; lc >= 0; lc--)
|
||||
{
|
||||
int lm = HnswGetLayerM(m, lc);
|
||||
Size neighborsSize = HNSW_NEIGHBOR_ARRAY_SIZE(lm);
|
||||
HnswNeighborArray *neighbors = palloc(neighborsSize);
|
||||
|
||||
/* Copy neighbors to local memory */
|
||||
LWLockAcquire(&e->lock, LW_SHARED);
|
||||
memcpy(neighbors, HnswGetNeighbors(base, e, lc), neighborsSize);
|
||||
LWLockRelease(&e->lock);
|
||||
HnswNeighborArray *neighbors = HnswGetNeighbors(base, e, lc);
|
||||
|
||||
for (int i = 0; i < neighbors->length; i++)
|
||||
{
|
||||
@@ -387,6 +389,7 @@ UpdateNeighborsInMemory(char *base, FmgrInfo *procinfo, Oid collation, HnswEleme
|
||||
/* Keep scan-build happy on Mac x86-64 */
|
||||
Assert(neighborElement);
|
||||
|
||||
/* Use element for lock instead of hc since hc can be replaced */
|
||||
LWLockAcquire(&neighborElement->lock, LW_EXCLUSIVE);
|
||||
HnswUpdateConnection(base, e, hc, lm, lc, NULL, NULL, procinfo, collation);
|
||||
LWLockRelease(&neighborElement->lock);
|
||||
@@ -575,13 +578,17 @@ InsertTuple(Relation index, Datum *values, bool *isnull, ItemPointer heaptid, Hn
|
||||
* Callback for table_index_build_scan
|
||||
*/
|
||||
static void
|
||||
BuildCallback(Relation index, ItemPointer tid, Datum *values,
|
||||
BuildCallback(Relation index, CALLBACK_ITEM_POINTER, Datum *values,
|
||||
bool *isnull, bool tupleIsAlive, void *state)
|
||||
{
|
||||
HnswBuildState *buildstate = (HnswBuildState *) state;
|
||||
HnswGraph *graph = buildstate->graph;
|
||||
MemoryContext oldCtx;
|
||||
|
||||
#if PG_VERSION_NUM < 130000
|
||||
ItemPointer tid = &hup->t_self;
|
||||
#endif
|
||||
|
||||
/* Skip nulls */
|
||||
if (isnull[0])
|
||||
return;
|
||||
@@ -644,7 +651,11 @@ HnswMemoryContextAlloc(Size size, void *state)
|
||||
HnswBuildState *buildstate = (HnswBuildState *) state;
|
||||
void *chunk = MemoryContextAlloc(buildstate->graphCtx, size);
|
||||
|
||||
#if PG_VERSION_NUM >= 130000
|
||||
buildstate->graphData.memoryUsed = MemoryContextMemAllocated(buildstate->graphCtx, false);
|
||||
#else
|
||||
buildstate->graphData.memoryUsed += MAXALIGN(size);
|
||||
#endif
|
||||
|
||||
return chunk;
|
||||
}
|
||||
@@ -680,25 +691,17 @@ InitBuildState(HnswBuildState * buildstate, Relation heap, Relation index, Index
|
||||
|
||||
/* Disallow varbit since require fixed dimensions */
|
||||
if (TupleDescAttr(index->rd_att, 0)->atttypid == VARBITOID)
|
||||
ereport(ERROR,
|
||||
(errcode(ERRCODE_FEATURE_NOT_SUPPORTED),
|
||||
errmsg("type not supported for hnsw index")));
|
||||
elog(ERROR, "type not supported for hnsw index");
|
||||
|
||||
/* Require column to have dimensions to be indexed */
|
||||
if (buildstate->dimensions < 0)
|
||||
ereport(ERROR,
|
||||
(errcode(ERRCODE_INVALID_PARAMETER_VALUE),
|
||||
errmsg("column does not have dimensions")));
|
||||
elog(ERROR, "column does not have dimensions");
|
||||
|
||||
if (buildstate->dimensions > buildstate->typeInfo->maxDimensions)
|
||||
ereport(ERROR,
|
||||
(errcode(ERRCODE_PROGRAM_LIMIT_EXCEEDED),
|
||||
errmsg("column cannot have more than %d dimensions for hnsw index", buildstate->typeInfo->maxDimensions)));
|
||||
elog(ERROR, "column cannot have more than %d dimensions for hnsw index", buildstate->typeInfo->maxDimensions);
|
||||
|
||||
if (buildstate->efConstruction < 2 * buildstate->m)
|
||||
ereport(ERROR,
|
||||
(errcode(ERRCODE_INVALID_PARAMETER_VALUE),
|
||||
errmsg("ef_construction must be greater than or equal to 2 * m")));
|
||||
elog(ERROR, "ef_construction must be greater than or equal to 2 * m");
|
||||
|
||||
buildstate->reltuples = 0;
|
||||
buildstate->indtuples = 0;
|
||||
@@ -1118,8 +1121,8 @@ BuildIndex(Relation heap, Relation index, IndexInfo *indexInfo,
|
||||
|
||||
BuildGraph(buildstate, forkNum);
|
||||
|
||||
if (RelationNeedsWAL(index) || forkNum == INIT_FORKNUM)
|
||||
log_newpage_range(index, forkNum, 0, RelationGetNumberOfBlocksInFork(index, forkNum), true);
|
||||
if (RelationNeedsWAL(index))
|
||||
log_newpage_range(index, forkNum, 0, RelationGetNumberOfBlocks(index), true);
|
||||
|
||||
FreeBuildState(buildstate);
|
||||
}
|
||||
|
||||
@@ -36,15 +36,14 @@ GetInsertPage(Relation index)
|
||||
* Check for a free offset
|
||||
*/
|
||||
static bool
|
||||
HnswFreeOffset(Relation index, Buffer buf, Page page, HnswElement element, Size etupSize, Size ntupSize, Buffer *nbuf, Page *npage, OffsetNumber *freeOffno, OffsetNumber *freeNeighborOffno, BlockNumber *newInsertPage)
|
||||
HnswFreeOffset(Relation index, Buffer buf, Page page, HnswElement element, Size ntupSize, Buffer *nbuf, Page *npage, OffsetNumber *freeOffno, OffsetNumber *freeNeighborOffno, BlockNumber *newInsertPage)
|
||||
{
|
||||
OffsetNumber offno;
|
||||
OffsetNumber maxoffno = PageGetMaxOffsetNumber(page);
|
||||
|
||||
for (offno = FirstOffsetNumber; offno <= maxoffno; offno = OffsetNumberNext(offno))
|
||||
{
|
||||
ItemId eitemid = PageGetItemId(page, offno);
|
||||
HnswElementTuple etup = (HnswElementTuple) PageGetItem(page, eitemid);
|
||||
HnswElementTuple etup = (HnswElementTuple) PageGetItem(page, PageGetItemId(page, offno));
|
||||
|
||||
/* Skip neighbor tuples */
|
||||
if (!HnswIsElementTuple(etup))
|
||||
@@ -55,9 +54,7 @@ HnswFreeOffset(Relation index, Buffer buf, Page page, HnswElement element, Size
|
||||
BlockNumber elementPage = BufferGetBlockNumber(buf);
|
||||
BlockNumber neighborPage = ItemPointerGetBlockNumber(&etup->neighbortid);
|
||||
OffsetNumber neighborOffno = ItemPointerGetOffsetNumber(&etup->neighbortid);
|
||||
ItemId nitemid;
|
||||
Size pageFree;
|
||||
Size npageFree;
|
||||
ItemId itemid;
|
||||
|
||||
if (!BlockNumberIsValid(*newInsertPage))
|
||||
*newInsertPage = elementPage;
|
||||
@@ -76,25 +73,10 @@ HnswFreeOffset(Relation index, Buffer buf, Page page, HnswElement element, Size
|
||||
*npage = BufferGetPage(*nbuf);
|
||||
}
|
||||
|
||||
nitemid = PageGetItemId(*npage, neighborOffno);
|
||||
itemid = PageGetItemId(*npage, neighborOffno);
|
||||
|
||||
/* Ensure aligned for space check */
|
||||
Assert(etupSize == MAXALIGN(etupSize));
|
||||
Assert(ntupSize == MAXALIGN(ntupSize));
|
||||
|
||||
/*
|
||||
* Calculate free space individually since tuples are overwritten
|
||||
* individually (in separate calls to PageIndexTupleOverwrite)
|
||||
*/
|
||||
pageFree = ItemIdGetLength(eitemid) + PageGetExactFreeSpace(page);
|
||||
npageFree = ItemIdGetLength(nitemid);
|
||||
if (neighborPage != elementPage)
|
||||
npageFree += PageGetExactFreeSpace(*npage);
|
||||
else if (pageFree >= etupSize)
|
||||
npageFree += pageFree - etupSize;
|
||||
|
||||
/* Check for space */
|
||||
if (pageFree >= etupSize && npageFree >= ntupSize)
|
||||
/* Check for space on neighbor tuple page */
|
||||
if (PageGetFreeSpace(*npage) + ItemIdGetLength(itemid) - sizeof(ItemIdData) >= ntupSize)
|
||||
{
|
||||
*freeOffno = offno;
|
||||
*freeNeighborOffno = neighborOffno;
|
||||
@@ -202,7 +184,7 @@ AddElementOnDisk(Relation index, HnswElement e, int m, BlockNumber insertPage, B
|
||||
}
|
||||
|
||||
/* Next, try space from a deleted element */
|
||||
if (HnswFreeOffset(index, buf, page, e, etupSize, ntupSize, &nbuf, &npage, &freeOffno, &freeNeighborOffno, &newInsertPage))
|
||||
if (HnswFreeOffset(index, buf, page, e, ntupSize, &nbuf, &npage, &freeOffno, &freeNeighborOffno, &newInsertPage))
|
||||
{
|
||||
if (nbuf != buf)
|
||||
{
|
||||
@@ -379,12 +361,8 @@ HnswUpdateNeighborsOnDisk(Relation index, FmgrInfo *procinfo, Oid collation, Hns
|
||||
HnswElement neighborElement = HnswPtrAccess(base, hc->element);
|
||||
OffsetNumber offno = neighborElement->neighborOffno;
|
||||
|
||||
/*
|
||||
* Get latest neighbors since they may have changed. Do not lock
|
||||
* yet since selecting neighbors can take time. Could use
|
||||
* optimistic locking to retry if another update occurs before
|
||||
* getting exclusive lock.
|
||||
*/
|
||||
/* Get latest neighbors since they may have changed */
|
||||
/* Do not lock yet since selecting neighbors can take time */
|
||||
HnswLoadNeighbors(neighborElement, index, m);
|
||||
|
||||
/*
|
||||
|
||||
@@ -160,15 +160,15 @@ hnswgettuple(IndexScanDesc scan, ScanDirection dir)
|
||||
|
||||
so->first = false;
|
||||
|
||||
#if defined(HNSW_MEMORY)
|
||||
elog(INFO, "memory: %zu KB", MemoryContextMemAllocated(so->tmpCtx, false) / 1024);
|
||||
#if defined(HNSW_MEMORY) && PG_VERSION_NUM >= 130000
|
||||
elog(INFO, "memory: %zu MB", MemoryContextMemAllocated(so->tmpCtx, false) / (1024 * 1024));
|
||||
#endif
|
||||
}
|
||||
|
||||
while (list_length(so->w) > 0)
|
||||
{
|
||||
char *base = NULL;
|
||||
HnswSearchCandidate *hc = llast(so->w);
|
||||
HnswCandidate *hc = llast(so->w);
|
||||
HnswElement element = HnswPtrAccess(base, hc->element);
|
||||
ItemPointer heaptid;
|
||||
|
||||
|
||||
365
src/hnswutils.c
365
src/hnswutils.c
@@ -5,7 +5,6 @@
|
||||
#include "access/generic_xlog.h"
|
||||
#include "catalog/pg_type.h"
|
||||
#include "catalog/pg_type_d.h"
|
||||
#include "common/hashfn.h"
|
||||
#include "fmgr.h"
|
||||
#include "hnsw.h"
|
||||
#include "lib/pairingheap.h"
|
||||
@@ -15,6 +14,12 @@
|
||||
#include "utils/memdebug.h"
|
||||
#include "utils/rel.h"
|
||||
|
||||
#if PG_VERSION_NUM >= 130000
|
||||
#include "common/hashfn.h"
|
||||
#else
|
||||
#include "utils/hashutils.h"
|
||||
#endif
|
||||
|
||||
#if PG_VERSION_NUM < 170000
|
||||
static inline uint64
|
||||
murmurhash64(uint64 data)
|
||||
@@ -107,12 +112,6 @@ typedef union
|
||||
tidhash_hash *tids;
|
||||
} visited_hash;
|
||||
|
||||
typedef union
|
||||
{
|
||||
HnswElement element;
|
||||
ItemPointerData indextid;
|
||||
} HnswUnvisited;
|
||||
|
||||
/*
|
||||
* Get the max number of connections in an upper layer for each element in the index
|
||||
*/
|
||||
@@ -301,9 +300,6 @@ HnswGetMetaPageInfo(Relation index, int *m, HnswElement * entryPoint)
|
||||
page = BufferGetPage(buf);
|
||||
metap = HnswPageGetMeta(page);
|
||||
|
||||
if (unlikely(metap->magicNumber != HNSW_MAGIC_NUMBER))
|
||||
elog(ERROR, "hnsw index is not valid");
|
||||
|
||||
if (m != NULL)
|
||||
*m = metap->m;
|
||||
|
||||
@@ -548,19 +544,19 @@ HnswLoadElementFromTuple(HnswElement element, HnswElementTuple etup, bool loadHe
|
||||
/*
|
||||
* Load an element and optionally get its distance from q
|
||||
*/
|
||||
static void
|
||||
HnswLoadElementImpl(BlockNumber blkno, OffsetNumber offno, float *distance, Datum *q, Relation index, FmgrInfo *procinfo, Oid collation, bool loadVec, float *maxDistance, HnswElement * element)
|
||||
void
|
||||
HnswLoadElement(HnswElement element, float *distance, Datum *q, Relation index, FmgrInfo *procinfo, Oid collation, bool loadVec, float *maxDistance)
|
||||
{
|
||||
Buffer buf;
|
||||
Page page;
|
||||
HnswElementTuple etup;
|
||||
|
||||
/* Read vector */
|
||||
buf = ReadBuffer(index, blkno);
|
||||
buf = ReadBuffer(index, element->blkno);
|
||||
LockBuffer(buf, BUFFER_LOCK_SHARE);
|
||||
page = BufferGetPage(buf);
|
||||
|
||||
etup = (HnswElementTuple) PageGetItem(page, PageGetItemId(page, offno));
|
||||
etup = (HnswElementTuple) PageGetItem(page, PageGetItemId(page, element->offno));
|
||||
|
||||
Assert(HnswIsElementTuple(etup));
|
||||
|
||||
@@ -575,32 +571,19 @@ HnswLoadElementImpl(BlockNumber blkno, OffsetNumber offno, float *distance, Datu
|
||||
|
||||
/* Load element */
|
||||
if (distance == NULL || maxDistance == NULL || *distance < *maxDistance)
|
||||
{
|
||||
if (*element == NULL)
|
||||
*element = HnswInitElementFromBlock(blkno, offno);
|
||||
|
||||
HnswLoadElementFromTuple(*element, etup, true, loadVec);
|
||||
}
|
||||
HnswLoadElementFromTuple(element, etup, true, loadVec);
|
||||
|
||||
UnlockReleaseBuffer(buf);
|
||||
}
|
||||
|
||||
/*
|
||||
* Load an element and optionally get its distance from q
|
||||
*/
|
||||
void
|
||||
HnswLoadElement(HnswElement element, float *distance, Datum *q, Relation index, FmgrInfo *procinfo, Oid collation, bool loadVec, float *maxDistance)
|
||||
{
|
||||
HnswLoadElementImpl(element->blkno, element->offno, distance, q, index, procinfo, collation, loadVec, maxDistance, &element);
|
||||
}
|
||||
|
||||
/*
|
||||
* Get the distance for an element
|
||||
* Get the distance for a candidate
|
||||
*/
|
||||
static float
|
||||
GetElementDistance(char *base, HnswElement element, Datum q, FmgrInfo *procinfo, Oid collation)
|
||||
GetCandidateDistance(char *base, HnswCandidate * hc, Datum q, FmgrInfo *procinfo, Oid collation)
|
||||
{
|
||||
Datum value = HnswGetValue(base, element);
|
||||
HnswElement hce = HnswPtrAccess(base, hc->element);
|
||||
Datum value = HnswGetValue(base, hce);
|
||||
|
||||
return DatumGetFloat8(FunctionCall2Coll(procinfo, collation, q, value));
|
||||
}
|
||||
@@ -608,32 +591,29 @@ GetElementDistance(char *base, HnswElement element, Datum q, FmgrInfo *procinfo,
|
||||
/*
|
||||
* Create a candidate for the entry point
|
||||
*/
|
||||
HnswSearchCandidate *
|
||||
HnswCandidate *
|
||||
HnswEntryCandidate(char *base, HnswElement entryPoint, Datum q, Relation index, FmgrInfo *procinfo, Oid collation, bool loadVec)
|
||||
{
|
||||
HnswSearchCandidate *hc = palloc(sizeof(HnswSearchCandidate));
|
||||
HnswCandidate *hc = palloc(sizeof(HnswCandidate));
|
||||
|
||||
HnswPtrStore(base, hc->element, entryPoint);
|
||||
if (index == NULL)
|
||||
hc->distance = GetElementDistance(base, entryPoint, q, procinfo, collation);
|
||||
hc->distance = GetCandidateDistance(base, hc, q, procinfo, collation);
|
||||
else
|
||||
HnswLoadElement(entryPoint, &hc->distance, &q, index, procinfo, collation, loadVec, NULL);
|
||||
return hc;
|
||||
}
|
||||
|
||||
#define HnswGetSearchCandidate(membername, ptr) pairingheap_container(HnswSearchCandidate, membername, ptr)
|
||||
#define HnswGetSearchCandidateConst(membername, ptr) pairingheap_const_container(HnswSearchCandidate, membername, ptr)
|
||||
|
||||
/*
|
||||
* Compare candidate distances
|
||||
*/
|
||||
static int
|
||||
CompareNearestCandidates(const pairingheap_node *a, const pairingheap_node *b, void *arg)
|
||||
{
|
||||
if (HnswGetSearchCandidateConst(c_node, a)->distance < HnswGetSearchCandidateConst(c_node, b)->distance)
|
||||
if (((const HnswPairingHeapNode *) a)->inner->distance < ((const HnswPairingHeapNode *) b)->inner->distance)
|
||||
return 1;
|
||||
|
||||
if (HnswGetSearchCandidateConst(c_node, a)->distance > HnswGetSearchCandidateConst(c_node, b)->distance)
|
||||
if (((const HnswPairingHeapNode *) a)->inner->distance > ((const HnswPairingHeapNode *) b)->inner->distance)
|
||||
return -1;
|
||||
|
||||
return 0;
|
||||
@@ -645,15 +625,27 @@ CompareNearestCandidates(const pairingheap_node *a, const pairingheap_node *b, v
|
||||
static int
|
||||
CompareFurthestCandidates(const pairingheap_node *a, const pairingheap_node *b, void *arg)
|
||||
{
|
||||
if (HnswGetSearchCandidateConst(w_node, a)->distance < HnswGetSearchCandidateConst(w_node, b)->distance)
|
||||
if (((const HnswPairingHeapNode *) a)->inner->distance < ((const HnswPairingHeapNode *) b)->inner->distance)
|
||||
return -1;
|
||||
|
||||
if (HnswGetSearchCandidateConst(w_node, a)->distance > HnswGetSearchCandidateConst(w_node, b)->distance)
|
||||
if (((const HnswPairingHeapNode *) a)->inner->distance > ((const HnswPairingHeapNode *) b)->inner->distance)
|
||||
return 1;
|
||||
|
||||
return 0;
|
||||
}
|
||||
|
||||
/*
|
||||
* Create a pairing heap node for a candidate
|
||||
*/
|
||||
static HnswPairingHeapNode *
|
||||
CreatePairingHeapNode(HnswCandidate * c)
|
||||
{
|
||||
HnswPairingHeapNode *node = palloc(sizeof(HnswPairingHeapNode));
|
||||
|
||||
node->inner = c;
|
||||
return node;
|
||||
}
|
||||
|
||||
/*
|
||||
* Init visited
|
||||
*/
|
||||
@@ -672,11 +664,11 @@ InitVisited(char *base, visited_hash * v, Relation index, int ef, int m)
|
||||
* Add to visited
|
||||
*/
|
||||
static inline void
|
||||
AddToVisited(char *base, visited_hash * v, HnswElementPtr elementPtr, Relation index, bool *found)
|
||||
AddToVisited(char *base, visited_hash * v, HnswCandidate * hc, Relation index, bool *found)
|
||||
{
|
||||
if (index != NULL)
|
||||
{
|
||||
HnswElement element = HnswPtrAccess(base, elementPtr);
|
||||
HnswElement element = HnswPtrAccess(base, hc->element);
|
||||
ItemPointerData indextid;
|
||||
|
||||
ItemPointerSet(&indextid, element->blkno, element->offno);
|
||||
@@ -684,15 +676,23 @@ AddToVisited(char *base, visited_hash * v, HnswElementPtr elementPtr, Relation i
|
||||
}
|
||||
else if (base != NULL)
|
||||
{
|
||||
HnswElement element = HnswPtrAccess(base, elementPtr);
|
||||
#if PG_VERSION_NUM >= 130000
|
||||
HnswElement element = HnswPtrAccess(base, hc->element);
|
||||
|
||||
offsethash_insert_hash(v->offsets, HnswPtrOffset(elementPtr), element->hash, found);
|
||||
offsethash_insert_hash(v->offsets, HnswPtrOffset(hc->element), element->hash, found);
|
||||
#else
|
||||
offsethash_insert(v->offsets, HnswPtrOffset(hc->element), found);
|
||||
#endif
|
||||
}
|
||||
else
|
||||
{
|
||||
HnswElement element = HnswPtrAccess(base, elementPtr);
|
||||
#if PG_VERSION_NUM >= 130000
|
||||
HnswElement element = HnswPtrAccess(base, hc->element);
|
||||
|
||||
pointerhash_insert_hash(v->pointers, (uintptr_t) HnswPtrPointer(elementPtr), element->hash, found);
|
||||
pointerhash_insert_hash(v->pointers, (uintptr_t) HnswPtrPointer(hc->element), element->hash, found);
|
||||
#else
|
||||
pointerhash_insert(v->pointers, (uintptr_t) HnswPtrPointer(hc->element), found);
|
||||
#endif
|
||||
}
|
||||
}
|
||||
|
||||
@@ -700,89 +700,20 @@ AddToVisited(char *base, visited_hash * v, HnswElementPtr elementPtr, Relation i
|
||||
* Count element towards ef
|
||||
*/
|
||||
static inline bool
|
||||
CountElement(HnswElement skipElement, HnswElement e)
|
||||
CountElement(char *base, HnswElement skipElement, HnswCandidate * hc)
|
||||
{
|
||||
HnswElement e;
|
||||
|
||||
if (skipElement == NULL)
|
||||
return true;
|
||||
|
||||
/* Ensure does not access heaptidsLength during in-memory build */
|
||||
pg_memory_barrier();
|
||||
|
||||
/* Keep scan-build happy on Mac x86-64 */
|
||||
Assert(e);
|
||||
|
||||
e = HnswPtrAccess(base, hc->element);
|
||||
return e->heaptidsLength != 0;
|
||||
}
|
||||
|
||||
/*
|
||||
* Load unvisited neighbors from memory
|
||||
*/
|
||||
static void
|
||||
HnswLoadUnvisitedFromMemory(char *base, HnswElement element, HnswUnvisited * unvisited, int *unvisitedLength, visited_hash * v, int lc, HnswNeighborArray * localNeighborhood, Size neighborhoodSize)
|
||||
{
|
||||
/* Get the neighborhood at layer lc */
|
||||
HnswNeighborArray *neighborhood = HnswGetNeighbors(base, element, lc);
|
||||
|
||||
/* Copy neighborhood to local memory */
|
||||
LWLockAcquire(&element->lock, LW_SHARED);
|
||||
memcpy(localNeighborhood, neighborhood, neighborhoodSize);
|
||||
LWLockRelease(&element->lock);
|
||||
|
||||
*unvisitedLength = 0;
|
||||
|
||||
for (int i = 0; i < localNeighborhood->length; i++)
|
||||
{
|
||||
HnswCandidate *hc = &localNeighborhood->items[i];
|
||||
bool found;
|
||||
|
||||
AddToVisited(base, v, hc->element, NULL, &found);
|
||||
|
||||
if (!found)
|
||||
unvisited[(*unvisitedLength)++].element = HnswPtrAccess(base, hc->element);
|
||||
}
|
||||
}
|
||||
|
||||
/*
|
||||
* Load unvisited neighbors from disk
|
||||
*/
|
||||
static void
|
||||
HnswLoadUnvisitedFromDisk(HnswElement element, HnswUnvisited * unvisited, int *unvisitedLength, visited_hash * v, Relation index, int m, int lm, int lc)
|
||||
{
|
||||
Buffer buf;
|
||||
Page page;
|
||||
HnswNeighborTuple ntup;
|
||||
int start;
|
||||
ItemPointerData indextids[HNSW_MAX_M * 2];
|
||||
|
||||
buf = ReadBuffer(index, element->neighborPage);
|
||||
LockBuffer(buf, BUFFER_LOCK_SHARE);
|
||||
page = BufferGetPage(buf);
|
||||
|
||||
ntup = (HnswNeighborTuple) PageGetItem(page, PageGetItemId(page, element->neighborOffno));
|
||||
start = (element->level - lc) * m;
|
||||
|
||||
/* Copy to minimize lock time */
|
||||
memcpy(&indextids, ntup->indextids + start, lm * sizeof(ItemPointerData));
|
||||
|
||||
UnlockReleaseBuffer(buf);
|
||||
|
||||
*unvisitedLength = 0;
|
||||
|
||||
for (int i = 0; i < lm; i++)
|
||||
{
|
||||
ItemPointer indextid = &indextids[i];
|
||||
bool found;
|
||||
|
||||
if (!ItemPointerIsValid(indextid))
|
||||
break;
|
||||
|
||||
tidhash_insert(v->tids, *indextid, &found);
|
||||
|
||||
if (!found)
|
||||
unvisited[(*unvisitedLength)++].indextid = *indextid;
|
||||
}
|
||||
}
|
||||
|
||||
/*
|
||||
* Algorithm 2 from paper
|
||||
*/
|
||||
@@ -795,45 +726,43 @@ HnswSearchLayer(char *base, Datum q, List *ep, int ef, int lc, Relation index, F
|
||||
int wlen = 0;
|
||||
visited_hash v;
|
||||
ListCell *lc2;
|
||||
HnswNeighborArray *localNeighborhood = NULL;
|
||||
Size neighborhoodSize = 0;
|
||||
int lm = HnswGetLayerM(m, lc);
|
||||
HnswUnvisited *unvisited = palloc(lm * sizeof(HnswUnvisited));
|
||||
int unvisitedLength;
|
||||
HnswNeighborArray *neighborhoodData = NULL;
|
||||
Size neighborhoodSize;
|
||||
|
||||
InitVisited(base, &v, index, ef, m);
|
||||
|
||||
/* Create local memory for neighborhood if needed */
|
||||
if (index == NULL)
|
||||
{
|
||||
neighborhoodSize = HNSW_NEIGHBOR_ARRAY_SIZE(lm);
|
||||
localNeighborhood = palloc(neighborhoodSize);
|
||||
neighborhoodSize = HNSW_NEIGHBOR_ARRAY_SIZE(HnswGetLayerM(m, lc));
|
||||
neighborhoodData = palloc(neighborhoodSize);
|
||||
}
|
||||
|
||||
/* Add entry points to v, C, and W */
|
||||
foreach(lc2, ep)
|
||||
{
|
||||
HnswSearchCandidate *hc = (HnswSearchCandidate *) lfirst(lc2);
|
||||
HnswCandidate *hc = (HnswCandidate *) lfirst(lc2);
|
||||
bool found;
|
||||
|
||||
AddToVisited(base, &v, hc->element, index, &found);
|
||||
AddToVisited(base, &v, hc, index, &found);
|
||||
|
||||
pairingheap_add(C, &hc->c_node);
|
||||
pairingheap_add(W, &hc->w_node);
|
||||
pairingheap_add(C, &(CreatePairingHeapNode(hc)->ph_node));
|
||||
pairingheap_add(W, &(CreatePairingHeapNode(hc)->ph_node));
|
||||
|
||||
/*
|
||||
* Do not count elements being deleted towards ef when vacuuming. It
|
||||
* would be ideal to do this for inserts as well, but this could
|
||||
* affect insert performance.
|
||||
*/
|
||||
if (CountElement(skipElement, HnswPtrAccess(base, hc->element)))
|
||||
if (CountElement(base, skipElement, hc))
|
||||
wlen++;
|
||||
}
|
||||
|
||||
while (!pairingheap_is_empty(C))
|
||||
{
|
||||
HnswSearchCandidate *c = HnswGetSearchCandidate(c_node, pairingheap_remove_first(C));
|
||||
HnswSearchCandidate *f = HnswGetSearchCandidate(w_node, pairingheap_first(W));
|
||||
HnswNeighborArray *neighborhood;
|
||||
HnswCandidate *c = ((HnswPairingHeapNode *) pairingheap_remove_first(C))->inner;
|
||||
HnswCandidate *f = ((HnswPairingHeapNode *) pairingheap_first(W))->inner;
|
||||
HnswElement cElement;
|
||||
|
||||
if (c->distance > f->distance)
|
||||
@@ -841,67 +770,72 @@ HnswSearchLayer(char *base, Datum q, List *ep, int ef, int lc, Relation index, F
|
||||
|
||||
cElement = HnswPtrAccess(base, c->element);
|
||||
|
||||
if (HnswPtrIsNull(base, cElement->neighbors))
|
||||
HnswLoadNeighbors(cElement, index, m);
|
||||
|
||||
/* Get the neighborhood at layer lc */
|
||||
neighborhood = HnswGetNeighbors(base, cElement, lc);
|
||||
|
||||
/* Copy neighborhood to local memory if needed */
|
||||
if (index == NULL)
|
||||
HnswLoadUnvisitedFromMemory(base, cElement, unvisited, &unvisitedLength, &v, lc, localNeighborhood, neighborhoodSize);
|
||||
else
|
||||
HnswLoadUnvisitedFromDisk(cElement, unvisited, &unvisitedLength, &v, index, m, lm, lc);
|
||||
|
||||
for (int i = 0; i < unvisitedLength; i++)
|
||||
{
|
||||
HnswElement eElement;
|
||||
HnswSearchCandidate *e;
|
||||
float eDistance;
|
||||
bool alwaysAdd = wlen < ef;
|
||||
LWLockAcquire(&cElement->lock, LW_SHARED);
|
||||
memcpy(neighborhoodData, neighborhood, neighborhoodSize);
|
||||
LWLockRelease(&cElement->lock);
|
||||
neighborhood = neighborhoodData;
|
||||
}
|
||||
|
||||
f = HnswGetSearchCandidate(w_node, pairingheap_first(W));
|
||||
for (int i = 0; i < neighborhood->length; i++)
|
||||
{
|
||||
HnswCandidate *e = &neighborhood->items[i];
|
||||
bool visited;
|
||||
|
||||
if (index == NULL)
|
||||
AddToVisited(base, &v, e, index, &visited);
|
||||
|
||||
if (!visited)
|
||||
{
|
||||
eElement = unvisited[i].element;
|
||||
eDistance = GetElementDistance(base, eElement, q, procinfo, collation);
|
||||
}
|
||||
else
|
||||
{
|
||||
ItemPointer indextid = &unvisited[i].indextid;
|
||||
BlockNumber blkno = ItemPointerGetBlockNumber(indextid);
|
||||
OffsetNumber offno = ItemPointerGetOffsetNumber(indextid);
|
||||
float eDistance;
|
||||
HnswElement eElement = HnswPtrAccess(base, e->element);
|
||||
|
||||
/* Avoid any allocations if not adding */
|
||||
eElement = NULL;
|
||||
HnswLoadElementImpl(blkno, offno, &eDistance, &q, index, procinfo, collation, inserting, alwaysAdd ? NULL : &f->distance, &eElement);
|
||||
f = ((HnswPairingHeapNode *) pairingheap_first(W))->inner;
|
||||
|
||||
if (eElement == NULL)
|
||||
continue;
|
||||
}
|
||||
if (index == NULL)
|
||||
eDistance = GetCandidateDistance(base, e, q, procinfo, collation);
|
||||
else
|
||||
HnswLoadElement(eElement, &eDistance, &q, index, procinfo, collation, inserting, wlen >= ef ? &f->distance : NULL);
|
||||
|
||||
if (!(eDistance < f->distance || alwaysAdd))
|
||||
continue;
|
||||
if (eDistance < f->distance || wlen < ef)
|
||||
{
|
||||
HnswCandidate *ec;
|
||||
|
||||
Assert(!eElement->deleted);
|
||||
Assert(!eElement->deleted);
|
||||
|
||||
/* Make robust to issues */
|
||||
if (eElement->level < lc)
|
||||
continue;
|
||||
/* Make robust to issues */
|
||||
if (eElement->level < lc)
|
||||
continue;
|
||||
|
||||
/* Create a new candidate */
|
||||
e = palloc(sizeof(HnswSearchCandidate));
|
||||
HnswPtrStore(base, e->element, eElement);
|
||||
e->distance = eDistance;
|
||||
pairingheap_add(C, &e->c_node);
|
||||
pairingheap_add(W, &e->w_node);
|
||||
/* Copy e */
|
||||
ec = palloc(sizeof(HnswCandidate));
|
||||
HnswPtrStore(base, ec->element, eElement);
|
||||
ec->distance = eDistance;
|
||||
|
||||
/*
|
||||
* Do not count elements being deleted towards ef when vacuuming.
|
||||
* It would be ideal to do this for inserts as well, but this
|
||||
* could affect insert performance.
|
||||
*/
|
||||
if (CountElement(skipElement, eElement))
|
||||
{
|
||||
wlen++;
|
||||
pairingheap_add(C, &(CreatePairingHeapNode(ec)->ph_node));
|
||||
pairingheap_add(W, &(CreatePairingHeapNode(ec)->ph_node));
|
||||
|
||||
/* No need to decrement wlen */
|
||||
if (wlen > ef)
|
||||
pairingheap_remove_first(W);
|
||||
/*
|
||||
* Do not count elements being deleted towards ef when
|
||||
* vacuuming. It would be ideal to do this for inserts as
|
||||
* well, but this could affect insert performance.
|
||||
*/
|
||||
if (CountElement(base, skipElement, e))
|
||||
{
|
||||
wlen++;
|
||||
|
||||
/* No need to decrement wlen */
|
||||
if (wlen > ef)
|
||||
pairingheap_remove_first(W);
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
}
|
||||
@@ -909,7 +843,7 @@ HnswSearchLayer(char *base, Datum q, List *ep, int ef, int lc, Relation index, F
|
||||
/* Add each element of W to w */
|
||||
while (!pairingheap_is_empty(W))
|
||||
{
|
||||
HnswSearchCandidate *hc = HnswGetSearchCandidate(w_node, pairingheap_remove_first(W));
|
||||
HnswCandidate *hc = ((HnswPairingHeapNode *) pairingheap_remove_first(W))->inner;
|
||||
|
||||
w = lappend(w, hc);
|
||||
}
|
||||
@@ -921,10 +855,17 @@ HnswSearchLayer(char *base, Datum q, List *ep, int ef, int lc, Relation index, F
|
||||
* Compare candidate distances with pointer tie-breaker
|
||||
*/
|
||||
static int
|
||||
#if PG_VERSION_NUM >= 130000
|
||||
CompareCandidateDistances(const ListCell *a, const ListCell *b)
|
||||
{
|
||||
HnswCandidate *hca = lfirst(a);
|
||||
HnswCandidate *hcb = lfirst(b);
|
||||
#else
|
||||
CompareCandidateDistances(const void *a, const void *b)
|
||||
{
|
||||
HnswCandidate *hca = lfirst(*(ListCell **) a);
|
||||
HnswCandidate *hcb = lfirst(*(ListCell **) b);
|
||||
#endif
|
||||
|
||||
if (hca->distance < hcb->distance)
|
||||
return 1;
|
||||
@@ -945,10 +886,17 @@ CompareCandidateDistances(const ListCell *a, const ListCell *b)
|
||||
* Compare candidate distances with offset tie-breaker
|
||||
*/
|
||||
static int
|
||||
#if PG_VERSION_NUM >= 130000
|
||||
CompareCandidateDistancesOffset(const ListCell *a, const ListCell *b)
|
||||
{
|
||||
HnswCandidate *hca = lfirst(a);
|
||||
HnswCandidate *hcb = lfirst(b);
|
||||
#else
|
||||
CompareCandidateDistancesOffset(const void *a, const void *b)
|
||||
{
|
||||
HnswCandidate *hca = lfirst(*(ListCell **) a);
|
||||
HnswCandidate *hcb = lfirst(*(ListCell **) b);
|
||||
#endif
|
||||
|
||||
if (hca->distance < hcb->distance)
|
||||
return 1;
|
||||
@@ -1158,7 +1106,7 @@ HnswUpdateConnection(char *base, HnswElement element, HnswCandidate * hc, int lm
|
||||
if (HnswPtrIsNull(base, hc3Element->value))
|
||||
HnswLoadElement(hc3Element, &hc3->distance, &q, index, procinfo, collation, true, NULL);
|
||||
else
|
||||
hc3->distance = GetElementDistance(base, hc3Element, q, procinfo, collation);
|
||||
hc3->distance = GetCandidateDistance(base, hc3, q, procinfo, collation);
|
||||
|
||||
/* Prune element if being deleted */
|
||||
if (hc3Element->heaptidsLength == 0)
|
||||
@@ -1230,6 +1178,7 @@ RemoveElements(char *base, List *w, HnswElement skipElement)
|
||||
return w2;
|
||||
}
|
||||
|
||||
#if PG_VERSION_NUM >= 130000
|
||||
/*
|
||||
* Precompute hash
|
||||
*/
|
||||
@@ -1245,6 +1194,7 @@ PrecomputeHash(char *base, HnswElement element)
|
||||
else
|
||||
element->hash = hash_offset(HnswPtrOffset(ptr));
|
||||
}
|
||||
#endif
|
||||
|
||||
/*
|
||||
* Algorithm 1 from paper
|
||||
@@ -1259,9 +1209,11 @@ HnswFindElementNeighbors(char *base, HnswElement element, HnswElement entryPoint
|
||||
Datum q = HnswGetValue(base, element);
|
||||
HnswElement skipElement = existing ? element : NULL;
|
||||
|
||||
#if PG_VERSION_NUM >= 130000
|
||||
/* Precompute hash */
|
||||
if (index == NULL)
|
||||
PrecomputeHash(base, element);
|
||||
#endif
|
||||
|
||||
/* No neighbors if no entry point */
|
||||
if (entryPoint == NULL)
|
||||
@@ -1290,27 +1242,16 @@ HnswFindElementNeighbors(char *base, HnswElement element, HnswElement entryPoint
|
||||
{
|
||||
int lm = HnswGetLayerM(m, lc);
|
||||
List *neighbors;
|
||||
List *lw = NIL;
|
||||
ListCell *lc2;
|
||||
List *lw;
|
||||
|
||||
w = HnswSearchLayer(base, q, ep, efConstruction, lc, index, procinfo, collation, m, true, skipElement);
|
||||
|
||||
/* Convert search candidates to candidates */
|
||||
foreach(lc2, w)
|
||||
{
|
||||
HnswSearchCandidate *sc = lfirst(lc2);
|
||||
HnswCandidate *hc = palloc(sizeof(HnswCandidate));
|
||||
|
||||
hc->element = sc->element;
|
||||
hc->distance = sc->distance;
|
||||
|
||||
lw = lappend(lw, hc);
|
||||
}
|
||||
|
||||
/* Elements being deleted or skipped can help with search */
|
||||
/* but should be removed before selecting neighbors */
|
||||
if (index != NULL)
|
||||
lw = RemoveElements(base, lw, skipElement);
|
||||
lw = RemoveElements(base, w, skipElement);
|
||||
else
|
||||
lw = w;
|
||||
|
||||
/*
|
||||
* Candidates are sorted, but not deterministically. Could set
|
||||
@@ -1327,7 +1268,6 @@ HnswFindElementNeighbors(char *base, HnswElement element, HnswElement entryPoint
|
||||
|
||||
PGDLLEXPORT Datum l2_normalize(PG_FUNCTION_ARGS);
|
||||
PGDLLEXPORT Datum halfvec_l2_normalize(PG_FUNCTION_ARGS);
|
||||
PGDLLEXPORT Datum minivec_l2_normalize(PG_FUNCTION_ARGS);
|
||||
PGDLLEXPORT Datum sparsevec_l2_normalize(PG_FUNCTION_ARGS);
|
||||
|
||||
static void
|
||||
@@ -1336,9 +1276,7 @@ SparsevecCheckValue(Pointer v)
|
||||
SparseVector *vec = (SparseVector *) v;
|
||||
|
||||
if (vec->nnz > HNSW_MAX_NNZ)
|
||||
ereport(ERROR,
|
||||
(errcode(ERRCODE_PROGRAM_LIMIT_EXCEEDED),
|
||||
errmsg("sparsevec cannot have more than %d non-zero elements for hnsw index", HNSW_MAX_NNZ)));
|
||||
elog(ERROR, "sparsevec cannot have more than %d non-zero elements for hnsw index", HNSW_MAX_NNZ);
|
||||
}
|
||||
|
||||
/*
|
||||
@@ -1363,7 +1301,7 @@ HnswGetTypeInfo(Relation index)
|
||||
return (const HnswTypeInfo *) DatumGetPointer(FunctionCall0Coll(procinfo, InvalidOid));
|
||||
}
|
||||
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(hnsw_halfvec_support);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(hnsw_halfvec_support);
|
||||
Datum
|
||||
hnsw_halfvec_support(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -1376,20 +1314,7 @@ hnsw_halfvec_support(PG_FUNCTION_ARGS)
|
||||
PG_RETURN_POINTER(&typeInfo);
|
||||
};
|
||||
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(hnsw_minivec_support);
|
||||
Datum
|
||||
hnsw_minivec_support(PG_FUNCTION_ARGS)
|
||||
{
|
||||
static const HnswTypeInfo typeInfo = {
|
||||
.maxDimensions = HNSW_MAX_DIM * 4,
|
||||
.normalize = minivec_l2_normalize,
|
||||
.checkValue = NULL
|
||||
};
|
||||
|
||||
PG_RETURN_POINTER(&typeInfo);
|
||||
};
|
||||
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(hnsw_bit_support);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(hnsw_bit_support);
|
||||
Datum
|
||||
hnsw_bit_support(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -1402,7 +1327,7 @@ hnsw_bit_support(PG_FUNCTION_ARGS)
|
||||
PG_RETURN_POINTER(&typeInfo);
|
||||
};
|
||||
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(hnsw_sparsevec_support);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(hnsw_sparsevec_support);
|
||||
Datum
|
||||
hnsw_sparsevec_support(PG_FUNCTION_ARGS)
|
||||
{
|
||||
|
||||
@@ -26,6 +26,12 @@
|
||||
#include "pgstat.h"
|
||||
#endif
|
||||
|
||||
#if PG_VERSION_NUM >= 130000
|
||||
#define CALLBACK_ITEM_POINTER ItemPointer tid
|
||||
#else
|
||||
#define CALLBACK_ITEM_POINTER HeapTuple hup
|
||||
#endif
|
||||
|
||||
#if PG_VERSION_NUM >= 140000
|
||||
#include "utils/backend_status.h"
|
||||
#include "utils/wait_event.h"
|
||||
@@ -90,7 +96,7 @@ AddSample(Datum *values, IvfflatBuildState * buildstate)
|
||||
* Callback for sampling
|
||||
*/
|
||||
static void
|
||||
SampleCallback(Relation index, ItemPointer tid, Datum *values,
|
||||
SampleCallback(Relation index, CALLBACK_ITEM_POINTER, Datum *values,
|
||||
bool *isnull, bool tupleIsAlive, void *state)
|
||||
{
|
||||
IvfflatBuildState *buildstate = (IvfflatBuildState *) state;
|
||||
@@ -201,12 +207,16 @@ AddTupleToSort(Relation index, ItemPointer tid, Datum *values, IvfflatBuildState
|
||||
* Callback for table_index_build_scan
|
||||
*/
|
||||
static void
|
||||
BuildCallback(Relation index, ItemPointer tid, Datum *values,
|
||||
BuildCallback(Relation index, CALLBACK_ITEM_POINTER, Datum *values,
|
||||
bool *isnull, bool tupleIsAlive, void *state)
|
||||
{
|
||||
IvfflatBuildState *buildstate = (IvfflatBuildState *) state;
|
||||
MemoryContext oldCtx;
|
||||
|
||||
#if PG_VERSION_NUM < 130000
|
||||
ItemPointer tid = &hup->t_self;
|
||||
#endif
|
||||
|
||||
/* Skip nulls */
|
||||
if (isnull[0])
|
||||
return;
|
||||
@@ -325,20 +335,14 @@ InitBuildState(IvfflatBuildState * buildstate, Relation heap, Relation index, In
|
||||
|
||||
/* Disallow varbit since require fixed dimensions */
|
||||
if (TupleDescAttr(index->rd_att, 0)->atttypid == VARBITOID)
|
||||
ereport(ERROR,
|
||||
(errcode(ERRCODE_FEATURE_NOT_SUPPORTED),
|
||||
errmsg("type not supported for ivfflat index")));
|
||||
elog(ERROR, "type not supported for ivfflat index");
|
||||
|
||||
/* Require column to have dimensions to be indexed */
|
||||
if (buildstate->dimensions < 0)
|
||||
ereport(ERROR,
|
||||
(errcode(ERRCODE_INVALID_PARAMETER_VALUE),
|
||||
errmsg("column does not have dimensions")));
|
||||
elog(ERROR, "column does not have dimensions");
|
||||
|
||||
if (buildstate->dimensions > buildstate->typeInfo->maxDimensions)
|
||||
ereport(ERROR,
|
||||
(errcode(ERRCODE_PROGRAM_LIMIT_EXCEEDED),
|
||||
errmsg("column cannot have more than %d dimensions for ivfflat index", buildstate->typeInfo->maxDimensions)));
|
||||
elog(ERROR, "column cannot have more than %d dimensions for ivfflat index", buildstate->typeInfo->maxDimensions);
|
||||
|
||||
buildstate->reltuples = 0;
|
||||
buildstate->indtuples = 0;
|
||||
@@ -351,9 +355,7 @@ InitBuildState(IvfflatBuildState * buildstate, Relation heap, Relation index, In
|
||||
|
||||
/* Require more than one dimension for spherical k-means */
|
||||
if (buildstate->kmeansnormprocinfo != NULL && buildstate->dimensions == 1)
|
||||
ereport(ERROR,
|
||||
(errcode(ERRCODE_INVALID_PARAMETER_VALUE),
|
||||
errmsg("dimensions must be greater than one for this opclass")));
|
||||
elog(ERROR, "dimensions must be greater than one for this opclass");
|
||||
|
||||
/* Create tuple description for sorting */
|
||||
buildstate->tupdesc = CreateTemplateTupleDesc(3);
|
||||
@@ -560,20 +562,6 @@ PrintKmeansMetrics(IvfflatBuildState * buildstate)
|
||||
}
|
||||
#endif
|
||||
|
||||
/*
|
||||
* Initialize build sort state
|
||||
*/
|
||||
static Tuplesortstate *
|
||||
InitBuildSortState(TupleDesc tupdesc, int memory, SortCoordinate coordinate)
|
||||
{
|
||||
AttrNumber attNums[] = {1};
|
||||
Oid sortOperators[] = {Int4LessOperator};
|
||||
Oid sortCollations[] = {InvalidOid};
|
||||
bool nullsFirstFlags[] = {false};
|
||||
|
||||
return tuplesort_begin_heap(tupdesc, 1, attNums, sortOperators, sortCollations, nullsFirstFlags, memory, coordinate, false);
|
||||
}
|
||||
|
||||
/*
|
||||
* Within leader, wait for end of heap scan
|
||||
*/
|
||||
@@ -621,6 +609,12 @@ IvfflatParallelScanAndSort(IvfflatSpool * ivfspool, IvfflatShared * ivfshared, S
|
||||
double reltuples;
|
||||
IndexInfo *indexInfo;
|
||||
|
||||
/* Sort options, which must match AssignTuples */
|
||||
AttrNumber attNums[] = {1};
|
||||
Oid sortOperators[] = {Int4LessOperator};
|
||||
Oid sortCollations[] = {InvalidOid};
|
||||
bool nullsFirstFlags[] = {false};
|
||||
|
||||
/* Initialize local tuplesort coordination state */
|
||||
coordinate = palloc0(sizeof(SortCoordinateData));
|
||||
coordinate->isWorker = true;
|
||||
@@ -633,7 +627,7 @@ IvfflatParallelScanAndSort(IvfflatSpool * ivfspool, IvfflatShared * ivfshared, S
|
||||
InitBuildState(&buildstate, ivfspool->heap, ivfspool->index, indexInfo);
|
||||
memcpy(buildstate.centers->items, ivfcenters, buildstate.centers->itemsize * buildstate.centers->maxlen);
|
||||
buildstate.centers->length = buildstate.centers->maxlen;
|
||||
ivfspool->sortstate = InitBuildSortState(buildstate.tupdesc, sortmem, coordinate);
|
||||
ivfspool->sortstate = tuplesort_begin_heap(buildstate.tupdesc, 1, attNums, sortOperators, sortCollations, nullsFirstFlags, sortmem, coordinate, false);
|
||||
buildstate.sortstate = ivfspool->sortstate;
|
||||
scan = table_beginscan_parallel(ivfspool->heap,
|
||||
ParallelTableScanFromIvfflatShared(ivfshared));
|
||||
@@ -930,6 +924,12 @@ AssignTuples(IvfflatBuildState * buildstate)
|
||||
int parallel_workers = 0;
|
||||
SortCoordinate coordinate = NULL;
|
||||
|
||||
/* Sort options, which must match IvfflatParallelScanAndSort */
|
||||
AttrNumber attNums[] = {1};
|
||||
Oid sortOperators[] = {Int4LessOperator};
|
||||
Oid sortCollations[] = {InvalidOid};
|
||||
bool nullsFirstFlags[] = {false};
|
||||
|
||||
pgstat_progress_update_param(PROGRESS_CREATEIDX_SUBPHASE, PROGRESS_IVFFLAT_PHASE_ASSIGN);
|
||||
|
||||
/* Calculate parallel workers */
|
||||
@@ -950,7 +950,7 @@ AssignTuples(IvfflatBuildState * buildstate)
|
||||
}
|
||||
|
||||
/* Begin serial/leader tuplesort */
|
||||
buildstate->sortstate = InitBuildSortState(buildstate->tupdesc, maintenance_work_mem, coordinate);
|
||||
buildstate->sortstate = tuplesort_begin_heap(buildstate->tupdesc, 1, attNums, sortOperators, sortCollations, nullsFirstFlags, maintenance_work_mem, coordinate, false);
|
||||
|
||||
/* Add tuples to sort */
|
||||
if (buildstate->heap != NULL)
|
||||
@@ -1006,10 +1006,6 @@ BuildIndex(Relation heap, Relation index, IndexInfo *indexInfo,
|
||||
CreateListPages(index, buildstate->centers, buildstate->dimensions, buildstate->lists, forkNum, &buildstate->listInfo);
|
||||
CreateEntryPages(buildstate, forkNum);
|
||||
|
||||
/* Write WAL for initialization fork since GenericXLog functions do not */
|
||||
if (forkNum == INIT_FORKNUM)
|
||||
log_newpage_range(index, forkNum, 0, RelationGetNumberOfBlocksInFork(index, forkNum), true);
|
||||
|
||||
FreeBuildState(buildstate);
|
||||
}
|
||||
|
||||
|
||||
@@ -7,7 +7,6 @@
|
||||
#include "commands/progress.h"
|
||||
#include "commands/vacuum.h"
|
||||
#include "ivfflat.h"
|
||||
#include "utils/float.h"
|
||||
#include "utils/guc.h"
|
||||
#include "utils/selfuncs.h"
|
||||
#include "utils/spccache.h"
|
||||
@@ -27,7 +26,11 @@ IvfflatInit(void)
|
||||
{
|
||||
ivfflat_relopt_kind = add_reloption_kind();
|
||||
add_int_reloption(ivfflat_relopt_kind, "lists", "Number of inverted lists",
|
||||
IVFFLAT_DEFAULT_LISTS, IVFFLAT_MIN_LISTS, IVFFLAT_MAX_LISTS, AccessExclusiveLock);
|
||||
IVFFLAT_DEFAULT_LISTS, IVFFLAT_MIN_LISTS, IVFFLAT_MAX_LISTS
|
||||
#if PG_VERSION_NUM >= 130000
|
||||
,AccessExclusiveLock
|
||||
#endif
|
||||
);
|
||||
|
||||
DefineCustomIntVariable("ivfflat.probes", "Sets the number of probes",
|
||||
"Valid range is 1..lists.", &ivfflat_probes,
|
||||
@@ -75,8 +78,8 @@ ivfflatcostestimate(PlannerInfo *root, IndexPath *path, double loop_count,
|
||||
/* Never use index without order */
|
||||
if (path->indexorderbys == NULL)
|
||||
{
|
||||
*indexStartupCost = get_float8_infinity();
|
||||
*indexTotalCost = get_float8_infinity();
|
||||
*indexStartupCost = DBL_MAX;
|
||||
*indexTotalCost = DBL_MAX;
|
||||
*indexSelectivity = 0;
|
||||
*indexCorrelation = 0;
|
||||
*indexPages = 0;
|
||||
@@ -145,10 +148,23 @@ ivfflatoptions(Datum reloptions, bool validate)
|
||||
{"lists", RELOPT_TYPE_INT, offsetof(IvfflatOptions, lists)},
|
||||
};
|
||||
|
||||
#if PG_VERSION_NUM >= 130000
|
||||
return (bytea *) build_reloptions(reloptions, validate,
|
||||
ivfflat_relopt_kind,
|
||||
sizeof(IvfflatOptions),
|
||||
tab, lengthof(tab));
|
||||
#else
|
||||
relopt_value *options;
|
||||
int numoptions;
|
||||
IvfflatOptions *rdopts;
|
||||
|
||||
options = parseRelOptions(reloptions, validate, ivfflat_relopt_kind, &numoptions);
|
||||
rdopts = allocateReloptStruct(sizeof(IvfflatOptions), options, numoptions);
|
||||
fillRelOptions((void *) rdopts, sizeof(IvfflatOptions), options, numoptions,
|
||||
validate, tab, lengthof(tab));
|
||||
|
||||
return (bytea *) rdopts;
|
||||
#endif
|
||||
}
|
||||
|
||||
/*
|
||||
@@ -165,7 +181,7 @@ ivfflatvalidate(Oid opclassoid)
|
||||
*
|
||||
* See https://www.postgresql.org/docs/current/index-api.html
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(ivfflathandler);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(ivfflathandler);
|
||||
Datum
|
||||
ivfflathandler(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -173,7 +189,9 @@ ivfflathandler(PG_FUNCTION_ARGS)
|
||||
|
||||
amroutine->amstrategies = 0;
|
||||
amroutine->amsupport = 5;
|
||||
#if PG_VERSION_NUM >= 130000
|
||||
amroutine->amoptsprocnum = 0;
|
||||
#endif
|
||||
amroutine->amcanorder = false;
|
||||
amroutine->amcanorderbyop = true;
|
||||
amroutine->amcanbackward = false; /* can change direction mid-scan */
|
||||
@@ -186,24 +204,17 @@ ivfflathandler(PG_FUNCTION_ARGS)
|
||||
amroutine->amclusterable = false;
|
||||
amroutine->ampredlocks = false;
|
||||
amroutine->amcanparallel = false;
|
||||
#if PG_VERSION_NUM >= 170000
|
||||
amroutine->amcanbuildparallel = true;
|
||||
#endif
|
||||
amroutine->amcaninclude = false;
|
||||
#if PG_VERSION_NUM >= 130000
|
||||
amroutine->amusemaintenanceworkmem = false; /* not used during VACUUM */
|
||||
#if PG_VERSION_NUM >= 160000
|
||||
amroutine->amsummarizing = false;
|
||||
#endif
|
||||
amroutine->amparallelvacuumoptions = VACUUM_OPTION_PARALLEL_BULKDEL;
|
||||
#endif
|
||||
amroutine->amkeytype = InvalidOid;
|
||||
|
||||
/* Interface functions */
|
||||
amroutine->ambuild = ivfflatbuild;
|
||||
amroutine->ambuildempty = ivfflatbuildempty;
|
||||
amroutine->aminsert = ivfflatinsert;
|
||||
#if PG_VERSION_NUM >= 170000
|
||||
amroutine->aminsertcleanup = NULL;
|
||||
#endif
|
||||
amroutine->ambulkdelete = ivfflatbulkdelete;
|
||||
amroutine->amvacuumcleanup = ivfflatvacuumcleanup;
|
||||
amroutine->amcanreturn = NULL; /* tuple not included in heapsort */
|
||||
|
||||
@@ -253,9 +253,8 @@ typedef struct IvfflatScanOpaqueData
|
||||
/* Sorting */
|
||||
Tuplesortstate *sortstate;
|
||||
TupleDesc tupdesc;
|
||||
TupleTableSlot *vslot;
|
||||
TupleTableSlot *mslot;
|
||||
BufferAccessStrategy bas;
|
||||
TupleTableSlot *slot;
|
||||
bool isnull;
|
||||
|
||||
/* Support functions */
|
||||
FmgrInfo *procinfo;
|
||||
|
||||
@@ -94,9 +94,6 @@ InsertTuple(Relation index, Datum *values, bool *isnull, ItemPointer heap_tid, R
|
||||
value = IvfflatNormValue(typeInfo, collation, value);
|
||||
}
|
||||
|
||||
/* Ensure index is valid */
|
||||
IvfflatGetMetaPageInfo(index, NULL, NULL);
|
||||
|
||||
/* Find the insert page - sets the page and list info */
|
||||
FindInsertPage(index, values, &insertPage, &listInfo);
|
||||
Assert(BlockNumberIsValid(insertPage));
|
||||
|
||||
@@ -151,8 +151,12 @@ RandomCenters(Relation index, VectorArray centers, const IvfflatTypeInfo * typeI
|
||||
static void
|
||||
ShowMemoryUsage(MemoryContext context, Size estimatedSize)
|
||||
{
|
||||
#if PG_VERSION_NUM >= 130000
|
||||
elog(INFO, "total memory: %zu MB",
|
||||
MemoryContextMemAllocated(context, true) / (1024 * 1024));
|
||||
#else
|
||||
MemoryContextStats(context);
|
||||
#endif
|
||||
elog(INFO, "estimated memory: %zu MB", estimatedSize / (1024 * 1024));
|
||||
}
|
||||
#endif
|
||||
@@ -323,7 +327,7 @@ ElkanKmeans(Relation index, VectorArray samples, VectorArray centers, const Ivff
|
||||
newCenters->length = numCenters;
|
||||
|
||||
#ifdef IVFFLAT_MEMORY
|
||||
ShowMemoryUsage(MemoryContextGetParent(CurrentMemoryContext), totalSize);
|
||||
ShowMemoryUsage(MemoryContextGetParent(CurrentMemoryContext));
|
||||
#endif
|
||||
|
||||
/* Pick initial centers */
|
||||
|
||||
@@ -11,23 +11,16 @@
|
||||
#include "pgstat.h"
|
||||
#include "storage/bufmgr.h"
|
||||
|
||||
#ifdef IVFFLAT_MEMORY
|
||||
#include "utils/memutils.h"
|
||||
#endif
|
||||
|
||||
#define GetScanList(ptr) pairingheap_container(IvfflatScanList, ph_node, ptr)
|
||||
#define GetScanListConst(ptr) pairingheap_const_container(IvfflatScanList, ph_node, ptr)
|
||||
|
||||
/*
|
||||
* Compare list distances
|
||||
*/
|
||||
static int
|
||||
CompareLists(const pairingheap_node *a, const pairingheap_node *b, void *arg)
|
||||
{
|
||||
if (GetScanListConst(a)->distance > GetScanListConst(b)->distance)
|
||||
if (((const IvfflatScanList *) a)->distance > ((const IvfflatScanList *) b)->distance)
|
||||
return 1;
|
||||
|
||||
if (GetScanListConst(a)->distance < GetScanListConst(b)->distance)
|
||||
if (((const IvfflatScanList *) a)->distance < ((const IvfflatScanList *) b)->distance)
|
||||
return -1;
|
||||
|
||||
return 0;
|
||||
@@ -79,14 +72,14 @@ GetScanLists(IndexScanDesc scan, Datum value)
|
||||
|
||||
/* Calculate max distance */
|
||||
if (listCount == so->probes)
|
||||
maxDistance = GetScanList(pairingheap_first(so->listQueue))->distance;
|
||||
maxDistance = ((IvfflatScanList *) pairingheap_first(so->listQueue))->distance;
|
||||
}
|
||||
else if (distance < maxDistance)
|
||||
{
|
||||
IvfflatScanList *scanlist;
|
||||
|
||||
/* Remove */
|
||||
scanlist = GetScanList(pairingheap_remove_first(so->listQueue));
|
||||
scanlist = (IvfflatScanList *) pairingheap_remove_first(so->listQueue);
|
||||
|
||||
/* Reuse */
|
||||
scanlist->startPage = list->startPage;
|
||||
@@ -94,7 +87,7 @@ GetScanLists(IndexScanDesc scan, Datum value)
|
||||
pairingheap_add(so->listQueue, &scanlist->ph_node);
|
||||
|
||||
/* Update max distance */
|
||||
maxDistance = GetScanList(pairingheap_first(so->listQueue))->distance;
|
||||
maxDistance = ((IvfflatScanList *) pairingheap_first(so->listQueue))->distance;
|
||||
}
|
||||
}
|
||||
|
||||
@@ -113,12 +106,19 @@ GetScanItems(IndexScanDesc scan, Datum value)
|
||||
IvfflatScanOpaque so = (IvfflatScanOpaque) scan->opaque;
|
||||
TupleDesc tupdesc = RelationGetDescr(scan->indexRelation);
|
||||
double tuples = 0;
|
||||
TupleTableSlot *slot = so->vslot;
|
||||
TupleTableSlot *slot = MakeSingleTupleTableSlot(so->tupdesc, &TTSOpsVirtual);
|
||||
|
||||
/*
|
||||
* Reuse same set of shared buffers for scan
|
||||
*
|
||||
* See postgres/src/backend/storage/buffer/README for description
|
||||
*/
|
||||
BufferAccessStrategy bas = GetAccessStrategy(BAS_BULKREAD);
|
||||
|
||||
/* Search closest probes lists */
|
||||
while (!pairingheap_is_empty(so->listQueue))
|
||||
{
|
||||
BlockNumber searchPage = GetScanList(pairingheap_remove_first(so->listQueue))->startPage;
|
||||
BlockNumber searchPage = ((IvfflatScanList *) pairingheap_remove_first(so->listQueue))->startPage;
|
||||
|
||||
/* Search all entry pages for list */
|
||||
while (BlockNumberIsValid(searchPage))
|
||||
@@ -127,7 +127,7 @@ GetScanItems(IndexScanDesc scan, Datum value)
|
||||
Page page;
|
||||
OffsetNumber maxoffno;
|
||||
|
||||
buf = ReadBufferExtended(scan->indexRelation, MAIN_FORKNUM, searchPage, RBM_NORMAL, so->bas);
|
||||
buf = ReadBufferExtended(scan->indexRelation, MAIN_FORKNUM, searchPage, RBM_NORMAL, bas);
|
||||
LockBuffer(buf, BUFFER_LOCK_SHARE);
|
||||
page = BufferGetPage(buf);
|
||||
maxoffno = PageGetMaxOffsetNumber(page);
|
||||
@@ -166,6 +166,8 @@ GetScanItems(IndexScanDesc scan, Datum value)
|
||||
}
|
||||
}
|
||||
|
||||
FreeAccessStrategy(bas);
|
||||
|
||||
if (tuples < 100)
|
||||
ereport(DEBUG1,
|
||||
(errmsg("index scan found few tuples"),
|
||||
@@ -215,20 +217,6 @@ GetScanValue(IndexScanDesc scan)
|
||||
return value;
|
||||
}
|
||||
|
||||
/*
|
||||
* Initialize scan sort state
|
||||
*/
|
||||
static Tuplesortstate *
|
||||
InitScanSortState(TupleDesc tupdesc)
|
||||
{
|
||||
AttrNumber attNums[] = {1};
|
||||
Oid sortOperators[] = {Float8LessOperator};
|
||||
Oid sortCollations[] = {InvalidOid};
|
||||
bool nullsFirstFlags[] = {false};
|
||||
|
||||
return tuplesort_begin_heap(tupdesc, 1, attNums, sortOperators, sortCollations, nullsFirstFlags, work_mem, NULL, false);
|
||||
}
|
||||
|
||||
/*
|
||||
* Prepare for an index scan
|
||||
*/
|
||||
@@ -239,6 +227,10 @@ ivfflatbeginscan(Relation index, int nkeys, int norderbys)
|
||||
IvfflatScanOpaque so;
|
||||
int lists;
|
||||
int dimensions;
|
||||
AttrNumber attNums[] = {1};
|
||||
Oid sortOperators[] = {Float8LessOperator};
|
||||
Oid sortCollations[] = {InvalidOid};
|
||||
bool nullsFirstFlags[] = {false};
|
||||
int probes = ivfflat_probes;
|
||||
|
||||
scan = RelationGetIndexScan(index, nkeys, norderbys);
|
||||
@@ -266,18 +258,9 @@ ivfflatbeginscan(Relation index, int nkeys, int norderbys)
|
||||
TupleDescInitEntry(so->tupdesc, (AttrNumber) 2, "heaptid", TIDOID, -1, 0);
|
||||
|
||||
/* Prep sort */
|
||||
so->sortstate = InitScanSortState(so->tupdesc);
|
||||
so->sortstate = tuplesort_begin_heap(so->tupdesc, 1, attNums, sortOperators, sortCollations, nullsFirstFlags, work_mem, NULL, false);
|
||||
|
||||
/* Need separate slots for puttuple and gettuple */
|
||||
so->vslot = MakeSingleTupleTableSlot(so->tupdesc, &TTSOpsVirtual);
|
||||
so->mslot = MakeSingleTupleTableSlot(so->tupdesc, &TTSOpsMinimalTuple);
|
||||
|
||||
/*
|
||||
* Reuse same set of shared buffers for scan
|
||||
*
|
||||
* See postgres/src/backend/storage/buffer/README for description
|
||||
*/
|
||||
so->bas = GetAccessStrategy(BAS_BULKREAD);
|
||||
so->slot = MakeSingleTupleTableSlot(so->tupdesc, &TTSOpsMinimalTuple);
|
||||
|
||||
so->listQueue = pairingheap_allocate(CompareLists, scan);
|
||||
|
||||
@@ -294,8 +277,10 @@ ivfflatrescan(IndexScanDesc scan, ScanKey keys, int nkeys, ScanKey orderbys, int
|
||||
{
|
||||
IvfflatScanOpaque so = (IvfflatScanOpaque) scan->opaque;
|
||||
|
||||
#if PG_VERSION_NUM >= 130000
|
||||
if (!so->first)
|
||||
tuplesort_reset(so->sortstate);
|
||||
#endif
|
||||
|
||||
so->first = true;
|
||||
pairingheap_reset(so->listQueue);
|
||||
@@ -342,19 +327,14 @@ ivfflatgettuple(IndexScanDesc scan, ScanDirection dir)
|
||||
IvfflatBench("GetScanItems", GetScanItems(scan, value));
|
||||
so->first = false;
|
||||
|
||||
#if defined(IVFFLAT_MEMORY)
|
||||
elog(INFO, "memory: %zu MB", MemoryContextMemAllocated(CurrentMemoryContext, true) / (1024 * 1024));
|
||||
#endif
|
||||
|
||||
/* Clean up if we allocated a new value */
|
||||
if (value != scan->orderByData->sk_argument)
|
||||
pfree(DatumGetPointer(value));
|
||||
}
|
||||
|
||||
if (tuplesort_gettupleslot(so->sortstate, true, false, so->mslot, NULL))
|
||||
if (tuplesort_gettupleslot(so->sortstate, true, false, so->slot, NULL))
|
||||
{
|
||||
bool isnull;
|
||||
ItemPointer heaptid = (ItemPointer) DatumGetPointer(slot_getattr(so->mslot, 2, &isnull));
|
||||
ItemPointer heaptid = (ItemPointer) DatumGetPointer(slot_getattr(so->slot, 2, &so->isnull));
|
||||
|
||||
scan->xs_heaptid = *heaptid;
|
||||
scan->xs_recheck = false;
|
||||
@@ -375,10 +355,6 @@ ivfflatendscan(IndexScanDesc scan)
|
||||
|
||||
pairingheap_free(so->listQueue);
|
||||
tuplesort_end(so->sortstate);
|
||||
FreeAccessStrategy(so->bas);
|
||||
FreeTupleDesc(so->tupdesc);
|
||||
|
||||
/* TODO Free vslot and mslot without freeing TupleDesc */
|
||||
|
||||
pfree(so);
|
||||
scan->opaque = NULL;
|
||||
|
||||
@@ -170,11 +170,7 @@ IvfflatGetMetaPageInfo(Relation index, int *lists, int *dimensions)
|
||||
page = BufferGetPage(buf);
|
||||
metap = IvfflatPageGetMeta(page);
|
||||
|
||||
if (unlikely(metap->magicNumber != IVFFLAT_MAGIC_NUMBER))
|
||||
elog(ERROR, "ivfflat index is not valid");
|
||||
|
||||
if (lists != NULL)
|
||||
*lists = metap->lists;
|
||||
*lists = metap->lists;
|
||||
|
||||
if (dimensions != NULL)
|
||||
*dimensions = metap->dimensions;
|
||||
@@ -342,7 +338,7 @@ IvfflatGetTypeInfo(Relation index)
|
||||
return (const IvfflatTypeInfo *) DatumGetPointer(FunctionCall0Coll(procinfo, InvalidOid));
|
||||
}
|
||||
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(ivfflat_halfvec_support);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(ivfflat_halfvec_support);
|
||||
Datum
|
||||
ivfflat_halfvec_support(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -357,7 +353,7 @@ ivfflat_halfvec_support(PG_FUNCTION_ARGS)
|
||||
PG_RETURN_POINTER(&typeInfo);
|
||||
};
|
||||
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(ivfflat_bit_support);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(ivfflat_bit_support);
|
||||
Datum
|
||||
ivfflat_bit_support(PG_FUNCTION_ARGS)
|
||||
{
|
||||
|
||||
1075
src/minivec.c
1075
src/minivec.c
File diff suppressed because it is too large
Load Diff
156
src/minivec.h
156
src/minivec.h
@@ -1,156 +0,0 @@
|
||||
#ifndef MINIVEC_H
|
||||
#define MINIVEC_H
|
||||
|
||||
#include <float.h>
|
||||
|
||||
#define MINIVEC_MAX_DIM 16000
|
||||
|
||||
#define fp8 uint8
|
||||
|
||||
#define MINIVEC_SIZE(_dim) (offsetof(MiniVector, x) + sizeof(fp8)*(_dim))
|
||||
#define DatumGetMiniVector(x) ((MiniVector *) PG_DETOAST_DATUM(x))
|
||||
#define PG_GETARG_MINIVEC_P(x) DatumGetMiniVector(PG_GETARG_DATUM(x))
|
||||
#define PG_RETURN_MINIVEC_P(x) PG_RETURN_POINTER(x)
|
||||
|
||||
typedef struct MiniVector
|
||||
{
|
||||
int32 vl_len_; /* varlena header (do not touch directly!) */
|
||||
int16 dim; /* number of dimensions */
|
||||
int16 unused; /* reserved for future use, always zero */
|
||||
fp8 x[FLEXIBLE_ARRAY_MEMBER];
|
||||
} MiniVector;
|
||||
|
||||
MiniVector *InitMiniVector(int dim);
|
||||
|
||||
/*
|
||||
* Check if fp8 is NaN
|
||||
*/
|
||||
static inline bool
|
||||
Fp8IsNan(fp8 num)
|
||||
{
|
||||
return (num & 0x7F) == 0x7F;
|
||||
}
|
||||
|
||||
/*
|
||||
* Check if fp8 is zero
|
||||
*/
|
||||
static inline bool
|
||||
Fp8IsZero(fp8 num)
|
||||
{
|
||||
return num == 0;
|
||||
}
|
||||
|
||||
/*
|
||||
* Convert a fp8 to a float4
|
||||
*/
|
||||
static inline float
|
||||
Fp8ToFloat4(fp8 num)
|
||||
{
|
||||
float lookup[128] = {0, 0.00195312, 0.00390625, 0.00585938, 0.0078125, 0.00976562, 0.0117188, 0.0136719, 0.015625, 0.0175781, 0.0195312, 0.0214844, 0.0234375, 0.0253906, 0.0273438, 0.0292969, 0.03125, 0.0351562, 0.0390625, 0.0429688, 0.046875, 0.0507812, 0.0546875, 0.0585938, 0.0625, 0.0703125, 0.078125, 0.0859375, 0.09375, 0.101562, 0.109375, 0.117188, 0.125, 0.140625, 0.15625, 0.171875, 0.1875, 0.203125, 0.21875, 0.234375, 0.25, 0.28125, 0.3125, 0.34375, 0.375, 0.40625, 0.4375, 0.46875, 0.5, 0.5625, 0.625, 0.6875, 0.75, 0.8125, 0.875, 0.9375, 1, 1.125, 1.25, 1.375, 1.5, 1.625, 1.75, 1.875, 2, 2.25, 2.5, 2.75, 3, 3.25, 3.5, 3.75, 4, 4.5, 5, 5.5, 6, 6.5, 7, 7.5, 8, 9, 10, 11, 12, 13, 14, 15, 16, 18, 20, 22, 24, 26, 28, 30, 32, 36, 40, 44, 48, 52, 56, 60, 64, 72, 80, 88, 96, 104, 112, 120, 128, 144, 160, 176, 192, 208, 224, 240, 256, 288, 320, 352, 384, 416, 448, NAN};
|
||||
float v = lookup[num & 0x7F];
|
||||
|
||||
return (num & 0x80) == 0x80 ? -v : v;
|
||||
}
|
||||
|
||||
/*
|
||||
* Convert a float4 to a fp8
|
||||
*/
|
||||
static inline fp8
|
||||
Float4ToFp8Unchecked(float num)
|
||||
{
|
||||
union
|
||||
{
|
||||
float f;
|
||||
uint32 i;
|
||||
} swapfloat;
|
||||
|
||||
uint32 bin;
|
||||
int exponent;
|
||||
int mantissa;
|
||||
uint8 result;
|
||||
|
||||
swapfloat.f = num;
|
||||
bin = swapfloat.i;
|
||||
exponent = (bin & 0x7F800000) >> 23;
|
||||
mantissa = bin & 0x007FFFFF;
|
||||
|
||||
/* Sign */
|
||||
result = (bin & 0x80000000) >> 24;
|
||||
|
||||
if (isinf(num) || isnan(num))
|
||||
{
|
||||
/* NaN */
|
||||
result |= 0x7F;
|
||||
}
|
||||
else if (exponent > 116)
|
||||
{
|
||||
int m;
|
||||
int gr;
|
||||
int s;
|
||||
|
||||
exponent -= 127;
|
||||
s = mantissa & 0x000FFFFF;
|
||||
|
||||
/* Subnormal */
|
||||
if (exponent < -6)
|
||||
{
|
||||
int diff = -exponent - 6;
|
||||
|
||||
mantissa >>= diff;
|
||||
mantissa += 1 << (23 - diff);
|
||||
s |= mantissa & 0x000FFFFF;
|
||||
}
|
||||
|
||||
m = mantissa >> 20;
|
||||
|
||||
/* Round */
|
||||
gr = (mantissa >> 19) % 4;
|
||||
if (gr == 3 || (gr == 1 && s != 0))
|
||||
m += 1;
|
||||
|
||||
if (m == 8)
|
||||
{
|
||||
m = 0;
|
||||
exponent += 1;
|
||||
}
|
||||
|
||||
if (exponent > 8)
|
||||
{
|
||||
/* Infinite, which is NaN */
|
||||
result |= 0x7F;
|
||||
}
|
||||
else
|
||||
{
|
||||
if (exponent >= -7)
|
||||
result |= (exponent + 7) << 3;
|
||||
|
||||
result |= m;
|
||||
}
|
||||
}
|
||||
|
||||
return result;
|
||||
}
|
||||
|
||||
/*
|
||||
* Convert a float4 to a fp8
|
||||
*/
|
||||
static inline fp8
|
||||
Float4ToFp8(float num)
|
||||
{
|
||||
fp8 result = Float4ToFp8Unchecked(num);
|
||||
|
||||
if (unlikely(Fp8IsNan(result)) && !isnan(num))
|
||||
{
|
||||
char *buf = palloc(FLOAT_SHORTEST_DECIMAL_LEN);
|
||||
|
||||
float_to_shortest_decimal_buf(num, buf);
|
||||
|
||||
ereport(ERROR,
|
||||
(errcode(ERRCODE_NUMERIC_VALUE_OUT_OF_RANGE),
|
||||
errmsg("\"%s\" is out of range for type minivec", buf)));
|
||||
}
|
||||
|
||||
return result;
|
||||
}
|
||||
|
||||
#endif
|
||||
179
src/sparsevec.c
179
src/sparsevec.c
@@ -3,7 +3,6 @@
|
||||
#include <limits.h>
|
||||
#include <math.h>
|
||||
|
||||
#include "catalog/pg_type.h"
|
||||
#include "common/string.h"
|
||||
#include "fmgr.h"
|
||||
#include "halfutils.h"
|
||||
@@ -12,7 +11,6 @@
|
||||
#include "sparsevec.h"
|
||||
#include "utils/array.h"
|
||||
#include "utils/builtins.h"
|
||||
#include "utils/lsyscache.h"
|
||||
#include "vector.h"
|
||||
|
||||
#if PG_VERSION_NUM >= 120000
|
||||
@@ -190,7 +188,7 @@ CompareIndices(const void *a, const void *b)
|
||||
/*
|
||||
* Convert textual representation to internal representation
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(sparsevec_in);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(sparsevec_in);
|
||||
Datum
|
||||
sparsevec_in(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -411,7 +409,7 @@ sparsevec_in(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Convert internal representation to textual representation
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(sparsevec_out);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(sparsevec_out);
|
||||
Datum
|
||||
sparsevec_out(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -464,7 +462,7 @@ sparsevec_out(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Convert type modifier
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(sparsevec_typmod_in);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(sparsevec_typmod_in);
|
||||
Datum
|
||||
sparsevec_typmod_in(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -495,7 +493,7 @@ sparsevec_typmod_in(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Convert external binary representation to internal representation
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(sparsevec_recv);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(sparsevec_recv);
|
||||
Datum
|
||||
sparsevec_recv(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -547,7 +545,7 @@ sparsevec_recv(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Convert internal representation to the external binary representation
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(sparsevec_send);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(sparsevec_send);
|
||||
Datum
|
||||
sparsevec_send(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -574,7 +572,7 @@ sparsevec_send(PG_FUNCTION_ARGS)
|
||||
* Convert sparse vector to sparse vector
|
||||
* This is needed to check the type modifier
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(sparsevec);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(sparsevec);
|
||||
Datum
|
||||
sparsevec(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -589,7 +587,7 @@ sparsevec(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Convert dense vector to sparse vector
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(vector_to_sparsevec);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(vector_to_sparsevec);
|
||||
Datum
|
||||
vector_to_sparsevec(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -632,7 +630,7 @@ vector_to_sparsevec(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Convert half vector to sparse vector
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(halfvec_to_sparsevec);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(halfvec_to_sparsevec);
|
||||
Datum
|
||||
halfvec_to_sparsevec(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -672,137 +670,6 @@ halfvec_to_sparsevec(PG_FUNCTION_ARGS)
|
||||
PG_RETURN_POINTER(result);
|
||||
}
|
||||
|
||||
/*
|
||||
* Convert array to sparse vector
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(array_to_sparsevec);
|
||||
Datum
|
||||
array_to_sparsevec(PG_FUNCTION_ARGS)
|
||||
{
|
||||
ArrayType *array = PG_GETARG_ARRAYTYPE_P(0);
|
||||
int32 typmod = PG_GETARG_INT32(1);
|
||||
SparseVector *result;
|
||||
int16 typlen;
|
||||
bool typbyval;
|
||||
char typalign;
|
||||
Datum *elemsp;
|
||||
int nelemsp;
|
||||
int nnz = 0;
|
||||
float *values;
|
||||
int j = 0;
|
||||
|
||||
if (ARR_NDIM(array) > 1)
|
||||
ereport(ERROR,
|
||||
(errcode(ERRCODE_DATA_EXCEPTION),
|
||||
errmsg("array must be 1-D")));
|
||||
|
||||
if (ARR_HASNULL(array) && array_contains_nulls(array))
|
||||
ereport(ERROR,
|
||||
(errcode(ERRCODE_NULL_VALUE_NOT_ALLOWED),
|
||||
errmsg("array must not contain nulls")));
|
||||
|
||||
get_typlenbyvalalign(ARR_ELEMTYPE(array), &typlen, &typbyval, &typalign);
|
||||
deconstruct_array(array, ARR_ELEMTYPE(array), typlen, typbyval, typalign, &elemsp, NULL, &nelemsp);
|
||||
|
||||
CheckDim(nelemsp);
|
||||
CheckExpectedDim(typmod, nelemsp);
|
||||
|
||||
#ifdef _MSC_VER
|
||||
/* /fp:fast may not propagate +/-Infinity or NaN */
|
||||
#define IS_NOT_ZERO(v) (isnan((float) (v)) || isinf((float) (v)) || ((float) (v)) != 0)
|
||||
#else
|
||||
#define IS_NOT_ZERO(v) (((float) (v)) != 0)
|
||||
#endif
|
||||
|
||||
if (ARR_ELEMTYPE(array) == INT4OID)
|
||||
{
|
||||
for (int i = 0; i < nelemsp; i++)
|
||||
nnz += IS_NOT_ZERO(DatumGetInt32(elemsp[i]));
|
||||
}
|
||||
else if (ARR_ELEMTYPE(array) == FLOAT8OID)
|
||||
{
|
||||
for (int i = 0; i < nelemsp; i++)
|
||||
nnz += IS_NOT_ZERO(DatumGetFloat8(elemsp[i]));
|
||||
}
|
||||
else if (ARR_ELEMTYPE(array) == FLOAT4OID)
|
||||
{
|
||||
for (int i = 0; i < nelemsp; i++)
|
||||
nnz += IS_NOT_ZERO(DatumGetFloat4(elemsp[i]));
|
||||
}
|
||||
else if (ARR_ELEMTYPE(array) == NUMERICOID)
|
||||
{
|
||||
for (int i = 0; i < nelemsp; i++)
|
||||
nnz += IS_NOT_ZERO(DirectFunctionCall1(numeric_float4, elemsp[i]));
|
||||
}
|
||||
else
|
||||
{
|
||||
ereport(ERROR,
|
||||
(errcode(ERRCODE_DATA_EXCEPTION),
|
||||
errmsg("unsupported array type")));
|
||||
}
|
||||
|
||||
result = InitSparseVector(nelemsp, nnz);
|
||||
values = SPARSEVEC_VALUES(result);
|
||||
|
||||
#define PROCESS_ARRAY_ELEM(elem) \
|
||||
do { \
|
||||
float v = (float) (elem); \
|
||||
if (IS_NOT_ZERO(v)) { \
|
||||
/* Safety check */ \
|
||||
if (j >= result->nnz) \
|
||||
elog(ERROR, "safety check failed"); \
|
||||
result->indices[j] = i; \
|
||||
values[j] = v; \
|
||||
j++; \
|
||||
} \
|
||||
} while (0)
|
||||
|
||||
if (ARR_ELEMTYPE(array) == INT4OID)
|
||||
{
|
||||
for (int i = 0; i < nelemsp; i++)
|
||||
PROCESS_ARRAY_ELEM(DatumGetInt32(elemsp[i]));
|
||||
}
|
||||
else if (ARR_ELEMTYPE(array) == FLOAT8OID)
|
||||
{
|
||||
for (int i = 0; i < nelemsp; i++)
|
||||
PROCESS_ARRAY_ELEM(DatumGetFloat8(elemsp[i]));
|
||||
}
|
||||
else if (ARR_ELEMTYPE(array) == FLOAT4OID)
|
||||
{
|
||||
for (int i = 0; i < nelemsp; i++)
|
||||
PROCESS_ARRAY_ELEM(DatumGetFloat4(elemsp[i]));
|
||||
}
|
||||
else if (ARR_ELEMTYPE(array) == NUMERICOID)
|
||||
{
|
||||
for (int i = 0; i < nelemsp; i++)
|
||||
PROCESS_ARRAY_ELEM(DatumGetFloat4(DirectFunctionCall1(numeric_float4, elemsp[i])));
|
||||
}
|
||||
else
|
||||
{
|
||||
ereport(ERROR,
|
||||
(errcode(ERRCODE_DATA_EXCEPTION),
|
||||
errmsg("unsupported array type")));
|
||||
}
|
||||
|
||||
#undef PROCESS_ARRAY_ELEM
|
||||
#undef IS_NOT_ZERO
|
||||
|
||||
/*
|
||||
* Free allocation from deconstruct_array. Do not free individual elements
|
||||
* when pass-by-reference since they point to original array.
|
||||
*/
|
||||
pfree(elemsp);
|
||||
|
||||
if (j != result->nnz)
|
||||
elog(ERROR, "correctness check failed");
|
||||
|
||||
/* Check elements */
|
||||
for (int i = 0; i < result->nnz; i++)
|
||||
CheckElement(values[i]);
|
||||
|
||||
PG_RETURN_POINTER(result);
|
||||
}
|
||||
|
||||
/*
|
||||
* Get the L2 squared distance between sparse vectors
|
||||
*/
|
||||
@@ -854,7 +721,7 @@ SparsevecL2SquaredDistance(SparseVector * a, SparseVector * b)
|
||||
/*
|
||||
* Get the L2 distance between sparse vectors
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(sparsevec_l2_distance);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(sparsevec_l2_distance);
|
||||
Datum
|
||||
sparsevec_l2_distance(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -870,7 +737,7 @@ sparsevec_l2_distance(PG_FUNCTION_ARGS)
|
||||
* Get the L2 squared distance between sparse vectors
|
||||
* This saves a sqrt calculation
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(sparsevec_l2_squared_distance);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(sparsevec_l2_squared_distance);
|
||||
Datum
|
||||
sparsevec_l2_squared_distance(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -921,7 +788,7 @@ SparsevecInnerProduct(SparseVector * a, SparseVector * b)
|
||||
/*
|
||||
* Get the inner product of two sparse vectors
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(sparsevec_inner_product);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(sparsevec_inner_product);
|
||||
Datum
|
||||
sparsevec_inner_product(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -936,7 +803,7 @@ sparsevec_inner_product(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Get the negative inner product of two sparse vectors
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(sparsevec_negative_inner_product);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(sparsevec_negative_inner_product);
|
||||
Datum
|
||||
sparsevec_negative_inner_product(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -951,7 +818,7 @@ sparsevec_negative_inner_product(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Get the cosine distance between two sparse vectors
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(sparsevec_cosine_distance);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(sparsevec_cosine_distance);
|
||||
Datum
|
||||
sparsevec_cosine_distance(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -996,7 +863,7 @@ sparsevec_cosine_distance(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Get the L1 distance between two sparse vectors
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(sparsevec_l1_distance);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(sparsevec_l1_distance);
|
||||
Datum
|
||||
sparsevec_l1_distance(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -1045,7 +912,7 @@ sparsevec_l1_distance(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Get the L2 norm of a sparse vector
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(sparsevec_l2_norm);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(sparsevec_l2_norm);
|
||||
Datum
|
||||
sparsevec_l2_norm(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -1063,7 +930,7 @@ sparsevec_l2_norm(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Normalize a sparse vector with the L2 norm
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(sparsevec_l2_normalize);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(sparsevec_l2_normalize);
|
||||
Datum
|
||||
sparsevec_l2_normalize(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -1173,7 +1040,7 @@ sparsevec_cmp_internal(SparseVector * a, SparseVector * b)
|
||||
/*
|
||||
* Less than
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(sparsevec_lt);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(sparsevec_lt);
|
||||
Datum
|
||||
sparsevec_lt(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -1186,7 +1053,7 @@ sparsevec_lt(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Less than or equal
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(sparsevec_le);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(sparsevec_le);
|
||||
Datum
|
||||
sparsevec_le(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -1199,7 +1066,7 @@ sparsevec_le(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Equal
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(sparsevec_eq);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(sparsevec_eq);
|
||||
Datum
|
||||
sparsevec_eq(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -1212,7 +1079,7 @@ sparsevec_eq(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Not equal
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(sparsevec_ne);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(sparsevec_ne);
|
||||
Datum
|
||||
sparsevec_ne(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -1225,7 +1092,7 @@ sparsevec_ne(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Greater than or equal
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(sparsevec_ge);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(sparsevec_ge);
|
||||
Datum
|
||||
sparsevec_ge(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -1238,7 +1105,7 @@ sparsevec_ge(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Greater than
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(sparsevec_gt);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(sparsevec_gt);
|
||||
Datum
|
||||
sparsevec_gt(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -1251,7 +1118,7 @@ sparsevec_gt(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Compare sparse vectors
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(sparsevec_cmp);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(sparsevec_cmp);
|
||||
Datum
|
||||
sparsevec_cmp(PG_FUNCTION_ARGS)
|
||||
{
|
||||
|
||||
118
src/vector.c
118
src/vector.c
@@ -13,7 +13,6 @@
|
||||
#include "ivfflat.h"
|
||||
#include "lib/stringinfo.h"
|
||||
#include "libpq/pqformat.h"
|
||||
#include "minivec.h"
|
||||
#include "port.h" /* for strtof() */
|
||||
#include "sparsevec.h"
|
||||
#include "utils/array.h"
|
||||
@@ -27,6 +26,11 @@
|
||||
#include "varatt.h"
|
||||
#endif
|
||||
|
||||
#if PG_VERSION_NUM < 130000
|
||||
#define TYPALIGN_DOUBLE 'd'
|
||||
#define TYPALIGN_INT 'i'
|
||||
#endif
|
||||
|
||||
#define STATE_DIMS(x) (ARR_DIMS(x)[0] - 1)
|
||||
#define CreateStateDatums(dim) palloc(sizeof(Datum) * (dim + 1))
|
||||
|
||||
@@ -156,10 +160,28 @@ CheckStateArray(ArrayType *statearray, const char *caller)
|
||||
return (float8 *) ARR_DATA_PTR(statearray);
|
||||
}
|
||||
|
||||
#if PG_VERSION_NUM < 120003
|
||||
static pg_noinline void
|
||||
float_overflow_error(void)
|
||||
{
|
||||
ereport(ERROR,
|
||||
(errcode(ERRCODE_NUMERIC_VALUE_OUT_OF_RANGE),
|
||||
errmsg("value out of range: overflow")));
|
||||
}
|
||||
|
||||
static pg_noinline void
|
||||
float_underflow_error(void)
|
||||
{
|
||||
ereport(ERROR,
|
||||
(errcode(ERRCODE_NUMERIC_VALUE_OUT_OF_RANGE),
|
||||
errmsg("value out of range: underflow")));
|
||||
}
|
||||
#endif
|
||||
|
||||
/*
|
||||
* Convert textual representation to internal representation
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(vector_in);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(vector_in);
|
||||
Datum
|
||||
vector_in(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -272,7 +294,7 @@ vector_in(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Convert internal representation to textual representation
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(vector_out);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(vector_out);
|
||||
Datum
|
||||
vector_out(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -326,7 +348,7 @@ PrintVector(char *msg, Vector * vector)
|
||||
/*
|
||||
* Convert type modifier
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(vector_typmod_in);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(vector_typmod_in);
|
||||
Datum
|
||||
vector_typmod_in(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -357,7 +379,7 @@ vector_typmod_in(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Convert external binary representation to internal representation
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(vector_recv);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(vector_recv);
|
||||
Datum
|
||||
vector_recv(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -391,7 +413,7 @@ vector_recv(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Convert internal representation to the external binary representation
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(vector_send);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(vector_send);
|
||||
Datum
|
||||
vector_send(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -411,7 +433,7 @@ vector_send(PG_FUNCTION_ARGS)
|
||||
* Convert vector to vector
|
||||
* This is needed to check the type modifier
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(vector);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(vector);
|
||||
Datum
|
||||
vector(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -426,7 +448,7 @@ vector(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Convert array to vector
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(array_to_vector);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(array_to_vector);
|
||||
Datum
|
||||
array_to_vector(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -500,7 +522,7 @@ array_to_vector(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Convert vector to float4[]
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(vector_to_float4);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(vector_to_float4);
|
||||
Datum
|
||||
vector_to_float4(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -524,7 +546,7 @@ vector_to_float4(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Convert half vector to vector
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(halfvec_to_vector);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(halfvec_to_vector);
|
||||
Datum
|
||||
halfvec_to_vector(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -543,28 +565,6 @@ halfvec_to_vector(PG_FUNCTION_ARGS)
|
||||
PG_RETURN_POINTER(result);
|
||||
}
|
||||
|
||||
/*
|
||||
* Convert fp8 vector to vector
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(minivec_to_vector);
|
||||
Datum
|
||||
minivec_to_vector(PG_FUNCTION_ARGS)
|
||||
{
|
||||
MiniVector *vec = PG_GETARG_MINIVEC_P(0);
|
||||
int32 typmod = PG_GETARG_INT32(1);
|
||||
Vector *result;
|
||||
|
||||
CheckDim(vec->dim);
|
||||
CheckExpectedDim(typmod, vec->dim);
|
||||
|
||||
result = InitVector(vec->dim);
|
||||
|
||||
for (int i = 0; i < vec->dim; i++)
|
||||
result->x[i] = Fp8ToFloat4(vec->x[i]);
|
||||
|
||||
PG_RETURN_POINTER(result);
|
||||
}
|
||||
|
||||
VECTOR_TARGET_CLONES static float
|
||||
VectorL2SquaredDistance(int dim, float *ax, float *bx)
|
||||
{
|
||||
@@ -584,7 +584,7 @@ VectorL2SquaredDistance(int dim, float *ax, float *bx)
|
||||
/*
|
||||
* Get the L2 distance between vectors
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(l2_distance);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(l2_distance);
|
||||
Datum
|
||||
l2_distance(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -600,7 +600,7 @@ l2_distance(PG_FUNCTION_ARGS)
|
||||
* Get the L2 squared distance between vectors
|
||||
* This saves a sqrt calculation
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(vector_l2_squared_distance);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(vector_l2_squared_distance);
|
||||
Datum
|
||||
vector_l2_squared_distance(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -627,7 +627,7 @@ VectorInnerProduct(int dim, float *ax, float *bx)
|
||||
/*
|
||||
* Get the inner product of two vectors
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(inner_product);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(inner_product);
|
||||
Datum
|
||||
inner_product(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -642,7 +642,7 @@ inner_product(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Get the negative inner product of two vectors
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(vector_negative_inner_product);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(vector_negative_inner_product);
|
||||
Datum
|
||||
vector_negative_inner_product(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -676,7 +676,7 @@ VectorCosineSimilarity(int dim, float *ax, float *bx)
|
||||
/*
|
||||
* Get the cosine distance between two vectors
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(cosine_distance);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(cosine_distance);
|
||||
Datum
|
||||
cosine_distance(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -708,7 +708,7 @@ cosine_distance(PG_FUNCTION_ARGS)
|
||||
* Currently uses angular distance since needs to satisfy triangle inequality
|
||||
* Assumes inputs are unit vectors (skips norm)
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(vector_spherical_distance);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(vector_spherical_distance);
|
||||
Datum
|
||||
vector_spherical_distance(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -745,7 +745,7 @@ VectorL1Distance(int dim, float *ax, float *bx)
|
||||
/*
|
||||
* Get the L1 distance between two vectors
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(l1_distance);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(l1_distance);
|
||||
Datum
|
||||
l1_distance(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -760,7 +760,7 @@ l1_distance(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Get the dimensions of a vector
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(vector_dims);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(vector_dims);
|
||||
Datum
|
||||
vector_dims(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -772,7 +772,7 @@ vector_dims(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Get the L2 norm of a vector
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(vector_norm);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(vector_norm);
|
||||
Datum
|
||||
vector_norm(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -790,7 +790,7 @@ vector_norm(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Normalize a vector with the L2 norm
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(l2_normalize);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(l2_normalize);
|
||||
Datum
|
||||
l2_normalize(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -829,7 +829,7 @@ l2_normalize(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Add vectors
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(vector_add);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(vector_add);
|
||||
Datum
|
||||
vector_add(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -862,7 +862,7 @@ vector_add(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Subtract vectors
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(vector_sub);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(vector_sub);
|
||||
Datum
|
||||
vector_sub(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -895,7 +895,7 @@ vector_sub(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Multiply vectors
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(vector_mul);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(vector_mul);
|
||||
Datum
|
||||
vector_mul(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -931,7 +931,7 @@ vector_mul(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Concatenate vectors
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(vector_concat);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(vector_concat);
|
||||
Datum
|
||||
vector_concat(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -955,7 +955,7 @@ vector_concat(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Quantize a vector
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(binary_quantize);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(binary_quantize);
|
||||
Datum
|
||||
binary_quantize(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -973,7 +973,7 @@ binary_quantize(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Get a subvector
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(subvector);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(subvector);
|
||||
Datum
|
||||
subvector(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -1047,7 +1047,7 @@ vector_cmp_internal(Vector * a, Vector * b)
|
||||
/*
|
||||
* Less than
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(vector_lt);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(vector_lt);
|
||||
Datum
|
||||
vector_lt(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -1060,7 +1060,7 @@ vector_lt(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Less than or equal
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(vector_le);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(vector_le);
|
||||
Datum
|
||||
vector_le(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -1073,7 +1073,7 @@ vector_le(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Equal
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(vector_eq);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(vector_eq);
|
||||
Datum
|
||||
vector_eq(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -1086,7 +1086,7 @@ vector_eq(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Not equal
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(vector_ne);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(vector_ne);
|
||||
Datum
|
||||
vector_ne(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -1099,7 +1099,7 @@ vector_ne(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Greater than or equal
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(vector_ge);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(vector_ge);
|
||||
Datum
|
||||
vector_ge(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -1112,7 +1112,7 @@ vector_ge(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Greater than
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(vector_gt);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(vector_gt);
|
||||
Datum
|
||||
vector_gt(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -1125,7 +1125,7 @@ vector_gt(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Compare vectors
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(vector_cmp);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(vector_cmp);
|
||||
Datum
|
||||
vector_cmp(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -1138,7 +1138,7 @@ vector_cmp(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Accumulate vectors
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(vector_accum);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(vector_accum);
|
||||
Datum
|
||||
vector_accum(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -1199,7 +1199,7 @@ vector_accum(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Combine vectors or half vectors (also used for halfvec_combine)
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(vector_combine);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(vector_combine);
|
||||
Datum
|
||||
vector_combine(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -1270,7 +1270,7 @@ vector_combine(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Average vectors
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(vector_avg);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(vector_avg);
|
||||
Datum
|
||||
vector_avg(PG_FUNCTION_ARGS)
|
||||
{
|
||||
@@ -1304,7 +1304,7 @@ vector_avg(PG_FUNCTION_ARGS)
|
||||
/*
|
||||
* Convert sparse vector to dense vector
|
||||
*/
|
||||
FUNCTION_PREFIX PG_FUNCTION_INFO_V1(sparsevec_to_vector);
|
||||
PGDLLEXPORT PG_FUNCTION_INFO_V1(sparsevec_to_vector);
|
||||
Datum
|
||||
sparsevec_to_vector(PG_FUNCTION_ARGS)
|
||||
{
|
||||
|
||||
@@ -20,11 +20,4 @@ Vector *InitVector(int dim);
|
||||
void PrintVector(char *msg, Vector * vector);
|
||||
int vector_cmp_internal(Vector * a, Vector * b);
|
||||
|
||||
/* TODO Move to better place */
|
||||
#if PG_VERSION_NUM >= 160000
|
||||
#define FUNCTION_PREFIX
|
||||
#else
|
||||
#define FUNCTION_PREFIX PGDLLEXPORT
|
||||
#endif
|
||||
|
||||
#endif
|
||||
|
||||
@@ -38,26 +38,6 @@ SELECT * FROM t ORDER BY val;
|
||||
|
||||
(4 rows)
|
||||
|
||||
DROP TABLE t;
|
||||
-- minivec
|
||||
CREATE TABLE t (val minivec(3));
|
||||
INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
|
||||
CREATE INDEX ON t (val);
|
||||
SELECT * FROM t WHERE val = '[1,2,3]';
|
||||
val
|
||||
---------
|
||||
[1,2,3]
|
||||
(1 row)
|
||||
|
||||
SELECT * FROM t ORDER BY val;
|
||||
val
|
||||
---------
|
||||
[0,0,0]
|
||||
[1,1,1]
|
||||
[1,2,3]
|
||||
|
||||
(4 rows)
|
||||
|
||||
DROP TABLE t;
|
||||
-- sparsevec
|
||||
CREATE TABLE t (val sparsevec(3));
|
||||
|
||||
@@ -140,64 +140,6 @@ SELECT '{1e-8,-1e-8}'::real[]::halfvec;
|
||||
[0,-0]
|
||||
(1 row)
|
||||
|
||||
SELECT '[1,2,3]'::vector::minivec;
|
||||
minivec
|
||||
---------
|
||||
[1,2,3]
|
||||
(1 row)
|
||||
|
||||
SELECT '[1,2,3]'::vector::minivec(3);
|
||||
minivec
|
||||
---------
|
||||
[1,2,3]
|
||||
(1 row)
|
||||
|
||||
SELECT '[1,2,3]'::vector::minivec(2);
|
||||
ERROR: expected 2 dimensions, not 3
|
||||
SELECT '[465]'::vector::minivec;
|
||||
ERROR: "465" is out of range for type minivec
|
||||
SELECT '[1e-8]'::vector::minivec;
|
||||
minivec
|
||||
---------
|
||||
[0]
|
||||
(1 row)
|
||||
|
||||
SELECT '[1,2,3]'::minivec::vector;
|
||||
vector
|
||||
---------
|
||||
[1,2,3]
|
||||
(1 row)
|
||||
|
||||
SELECT '[1,2,3]'::minivec::vector(3);
|
||||
vector
|
||||
---------
|
||||
[1,2,3]
|
||||
(1 row)
|
||||
|
||||
SELECT '[1,2,3]'::minivec::vector(2);
|
||||
ERROR: expected 2 dimensions, not 3
|
||||
SELECT '{1,2,3}'::real[]::minivec;
|
||||
minivec
|
||||
---------
|
||||
[1,2,3]
|
||||
(1 row)
|
||||
|
||||
SELECT '{1,2,3}'::real[]::minivec(3);
|
||||
minivec
|
||||
---------
|
||||
[1,2,3]
|
||||
(1 row)
|
||||
|
||||
SELECT '{1,2,3}'::real[]::minivec(2);
|
||||
ERROR: expected 2 dimensions, not 3
|
||||
SELECT '{465,-465}'::real[]::minivec;
|
||||
ERROR: "465" is out of range for type minivec
|
||||
SELECT '{1e-8,-1e-8}'::real[]::minivec;
|
||||
minivec
|
||||
---------
|
||||
[0,-0]
|
||||
(1 row)
|
||||
|
||||
SELECT '[0,1.5,0,3.5,0]'::vector::sparsevec;
|
||||
sparsevec
|
||||
-----------------
|
||||
@@ -266,62 +208,6 @@ SELECT '{1:1e-8}/1'::sparsevec::halfvec;
|
||||
[0]
|
||||
(1 row)
|
||||
|
||||
SELECT ARRAY[1,0,2,0,3,0]::sparsevec;
|
||||
array
|
||||
-----------------
|
||||
{1:1,3:2,5:3}/6
|
||||
(1 row)
|
||||
|
||||
SELECT ARRAY[1.0,0.0,2.0,0.0,3.0,0.0]::sparsevec;
|
||||
array
|
||||
-----------------
|
||||
{1:1,3:2,5:3}/6
|
||||
(1 row)
|
||||
|
||||
SELECT ARRAY[1,0,2,0,3,0]::float4[]::sparsevec;
|
||||
array
|
||||
-----------------
|
||||
{1:1,3:2,5:3}/6
|
||||
(1 row)
|
||||
|
||||
SELECT ARRAY[1,0,2,0,3,0]::float8[]::sparsevec;
|
||||
array
|
||||
-----------------
|
||||
{1:1,3:2,5:3}/6
|
||||
(1 row)
|
||||
|
||||
SELECT ARRAY[1,0,2,0,3,0]::numeric[]::sparsevec;
|
||||
array
|
||||
-----------------
|
||||
{1:1,3:2,5:3}/6
|
||||
(1 row)
|
||||
|
||||
SELECT '{1,0,2,0,3,0}'::real[]::sparsevec;
|
||||
sparsevec
|
||||
-----------------
|
||||
{1:1,3:2,5:3}/6
|
||||
(1 row)
|
||||
|
||||
SELECT '{1,0,2,0,3,0}'::real[]::sparsevec(6);
|
||||
sparsevec
|
||||
-----------------
|
||||
{1:1,3:2,5:3}/6
|
||||
(1 row)
|
||||
|
||||
SELECT '{1,0,2,0,3,0}'::real[]::sparsevec(5);
|
||||
ERROR: expected 5 dimensions, not 6
|
||||
SELECT '{NULL}'::real[]::sparsevec;
|
||||
ERROR: array must not contain nulls
|
||||
SELECT '{NaN}'::real[]::sparsevec;
|
||||
ERROR: NaN not allowed in sparsevec
|
||||
SELECT '{Infinity}'::real[]::sparsevec;
|
||||
ERROR: infinite value not allowed in sparsevec
|
||||
SELECT '{-Infinity}'::real[]::sparsevec;
|
||||
ERROR: infinite value not allowed in sparsevec
|
||||
SELECT '{}'::real[]::sparsevec;
|
||||
ERROR: sparsevec must have at least 1 dimension
|
||||
SELECT '{{1}}'::real[]::sparsevec;
|
||||
ERROR: array must be 1-D
|
||||
SELECT array_agg(n)::vector FROM generate_series(1, 16001) n;
|
||||
ERROR: vector cannot have more than 16000 dimensions
|
||||
SELECT array_to_vector(array_agg(n), 16001, false) FROM generate_series(1, 16001) n;
|
||||
|
||||
@@ -30,23 +30,6 @@ SELECT * FROM t2 ORDER BY val;
|
||||
|
||||
(4 rows)
|
||||
|
||||
DROP TABLE t;
|
||||
DROP TABLE t2;
|
||||
-- minivec
|
||||
CREATE TABLE t (val minivec(3));
|
||||
INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
|
||||
CREATE TABLE t2 (val minivec(3));
|
||||
\copy t TO 'results/minivec.bin' WITH (FORMAT binary)
|
||||
\copy t2 FROM 'results/minivec.bin' WITH (FORMAT binary)
|
||||
SELECT * FROM t2 ORDER BY val;
|
||||
val
|
||||
---------
|
||||
[0,0,0]
|
||||
[1,1,1]
|
||||
[1,2,3]
|
||||
|
||||
(4 rows)
|
||||
|
||||
DROP TABLE t;
|
||||
DROP TABLE t2;
|
||||
-- sparsevec
|
||||
|
||||
@@ -1,588 +0,0 @@
|
||||
SELECT '[1,2,3]'::minivec;
|
||||
minivec
|
||||
---------
|
||||
[1,2,3]
|
||||
(1 row)
|
||||
|
||||
SELECT '[-1,-2,-3]'::minivec;
|
||||
minivec
|
||||
------------
|
||||
[-1,-2,-3]
|
||||
(1 row)
|
||||
|
||||
SELECT '[1.,2.,3.]'::minivec;
|
||||
minivec
|
||||
---------
|
||||
[1,2,3]
|
||||
(1 row)
|
||||
|
||||
SELECT ' [ 1, 2 , 3 ] '::minivec;
|
||||
minivec
|
||||
---------
|
||||
[1,2,3]
|
||||
(1 row)
|
||||
|
||||
SELECT '[1.23456]'::minivec;
|
||||
minivec
|
||||
---------
|
||||
[1.25]
|
||||
(1 row)
|
||||
|
||||
SELECT '[hello,1]'::minivec;
|
||||
ERROR: invalid input syntax for type minivec: "[hello,1]"
|
||||
LINE 1: SELECT '[hello,1]'::minivec;
|
||||
^
|
||||
SELECT '[NaN,1]'::minivec;
|
||||
ERROR: NaN not allowed in minivec
|
||||
LINE 1: SELECT '[NaN,1]'::minivec;
|
||||
^
|
||||
SELECT '[Infinity,1]'::minivec;
|
||||
ERROR: "Infinity" is out of range for type minivec
|
||||
LINE 1: SELECT '[Infinity,1]'::minivec;
|
||||
^
|
||||
SELECT '[-Infinity,1]'::minivec;
|
||||
ERROR: "-Infinity" is out of range for type minivec
|
||||
LINE 1: SELECT '[-Infinity,1]'::minivec;
|
||||
^
|
||||
SELECT '[65519,-65519]'::minivec;
|
||||
ERROR: "65519" is out of range for type minivec
|
||||
LINE 1: SELECT '[65519,-65519]'::minivec;
|
||||
^
|
||||
SELECT '[65520,-65520]'::minivec;
|
||||
ERROR: "65520" is out of range for type minivec
|
||||
LINE 1: SELECT '[65520,-65520]'::minivec;
|
||||
^
|
||||
SELECT '[1e-8,-1e-8]'::minivec;
|
||||
minivec
|
||||
---------
|
||||
[0,-0]
|
||||
(1 row)
|
||||
|
||||
SELECT '[4e38,1]'::minivec;
|
||||
ERROR: "4e38" is out of range for type minivec
|
||||
LINE 1: SELECT '[4e38,1]'::minivec;
|
||||
^
|
||||
SELECT '[1e-46,1]'::minivec;
|
||||
minivec
|
||||
---------
|
||||
[0,1]
|
||||
(1 row)
|
||||
|
||||
SELECT '[1,2,3'::minivec;
|
||||
ERROR: invalid input syntax for type minivec: "[1,2,3"
|
||||
LINE 1: SELECT '[1,2,3'::minivec;
|
||||
^
|
||||
SELECT '[1,2,3]9'::minivec;
|
||||
ERROR: invalid input syntax for type minivec: "[1,2,3]9"
|
||||
LINE 1: SELECT '[1,2,3]9'::minivec;
|
||||
^
|
||||
DETAIL: Junk after closing right brace.
|
||||
SELECT '1,2,3'::minivec;
|
||||
ERROR: invalid input syntax for type minivec: "1,2,3"
|
||||
LINE 1: SELECT '1,2,3'::minivec;
|
||||
^
|
||||
DETAIL: Vector contents must start with "[".
|
||||
SELECT ''::minivec;
|
||||
ERROR: invalid input syntax for type minivec: ""
|
||||
LINE 1: SELECT ''::minivec;
|
||||
^
|
||||
DETAIL: Vector contents must start with "[".
|
||||
SELECT '['::minivec;
|
||||
ERROR: invalid input syntax for type minivec: "["
|
||||
LINE 1: SELECT '['::minivec;
|
||||
^
|
||||
SELECT '[ '::minivec;
|
||||
ERROR: invalid input syntax for type minivec: "[ "
|
||||
LINE 1: SELECT '[ '::minivec;
|
||||
^
|
||||
SELECT '[,'::minivec;
|
||||
ERROR: invalid input syntax for type minivec: "[,"
|
||||
LINE 1: SELECT '[,'::minivec;
|
||||
^
|
||||
SELECT '[]'::minivec;
|
||||
ERROR: minivec must have at least 1 dimension
|
||||
LINE 1: SELECT '[]'::minivec;
|
||||
^
|
||||
SELECT '[ ]'::minivec;
|
||||
ERROR: minivec must have at least 1 dimension
|
||||
LINE 1: SELECT '[ ]'::minivec;
|
||||
^
|
||||
SELECT '[,]'::minivec;
|
||||
ERROR: invalid input syntax for type minivec: "[,]"
|
||||
LINE 1: SELECT '[,]'::minivec;
|
||||
^
|
||||
SELECT '[1,]'::minivec;
|
||||
ERROR: invalid input syntax for type minivec: "[1,]"
|
||||
LINE 1: SELECT '[1,]'::minivec;
|
||||
^
|
||||
SELECT '[1a]'::minivec;
|
||||
ERROR: invalid input syntax for type minivec: "[1a]"
|
||||
LINE 1: SELECT '[1a]'::minivec;
|
||||
^
|
||||
SELECT '[1,,3]'::minivec;
|
||||
ERROR: invalid input syntax for type minivec: "[1,,3]"
|
||||
LINE 1: SELECT '[1,,3]'::minivec;
|
||||
^
|
||||
SELECT '[1, ,3]'::minivec;
|
||||
ERROR: invalid input syntax for type minivec: "[1, ,3]"
|
||||
LINE 1: SELECT '[1, ,3]'::minivec;
|
||||
^
|
||||
SELECT '[1,2,3]'::minivec(3);
|
||||
minivec
|
||||
---------
|
||||
[1,2,3]
|
||||
(1 row)
|
||||
|
||||
SELECT '[1,2,3]'::minivec(2);
|
||||
ERROR: expected 2 dimensions, not 3
|
||||
SELECT '[1,2,3]'::minivec(3, 2);
|
||||
ERROR: invalid type modifier
|
||||
LINE 1: SELECT '[1,2,3]'::minivec(3, 2);
|
||||
^
|
||||
SELECT '[1,2,3]'::minivec('a');
|
||||
ERROR: invalid input syntax for type integer: "a"
|
||||
LINE 1: SELECT '[1,2,3]'::minivec('a');
|
||||
^
|
||||
SELECT '[1,2,3]'::minivec(0);
|
||||
ERROR: dimensions for type minivec must be at least 1
|
||||
LINE 1: SELECT '[1,2,3]'::minivec(0);
|
||||
^
|
||||
SELECT '[1,2,3]'::minivec(16001);
|
||||
ERROR: dimensions for type minivec cannot exceed 16000
|
||||
LINE 1: SELECT '[1,2,3]'::minivec(16001);
|
||||
^
|
||||
SELECT unnest('{"[1,2,3]", "[4,5,6]"}'::minivec[]);
|
||||
unnest
|
||||
---------
|
||||
[1,2,3]
|
||||
[4,5,6]
|
||||
(2 rows)
|
||||
|
||||
SELECT '{"[1,2,3]"}'::minivec(2)[];
|
||||
ERROR: expected 2 dimensions, not 3
|
||||
SELECT '[1,2,3]'::minivec + '[4,5,6]';
|
||||
?column?
|
||||
----------
|
||||
[5,7,9]
|
||||
(1 row)
|
||||
|
||||
SELECT '[448]'::minivec + '[448]';
|
||||
ERROR: value out of range: overflow
|
||||
SELECT '[1,2]'::minivec + '[3]';
|
||||
ERROR: different minivec dimensions 2 and 1
|
||||
SELECT '[1,2,3]'::minivec - '[4,5,6]';
|
||||
?column?
|
||||
------------
|
||||
[-3,-3,-3]
|
||||
(1 row)
|
||||
|
||||
SELECT '[-448]'::minivec - '[448]';
|
||||
ERROR: value out of range: overflow
|
||||
SELECT '[1,2]'::minivec - '[3]';
|
||||
ERROR: different minivec dimensions 2 and 1
|
||||
SELECT '[1,2,3]'::minivec * '[4,5,6]';
|
||||
?column?
|
||||
-----------
|
||||
[4,10,18]
|
||||
(1 row)
|
||||
|
||||
SELECT '[448]'::minivec * '[448]';
|
||||
ERROR: value out of range: overflow
|
||||
SELECT '[1e-7]'::minivec * '[1e-7]';
|
||||
?column?
|
||||
----------
|
||||
[0]
|
||||
(1 row)
|
||||
|
||||
SELECT '[1,2]'::minivec * '[3]';
|
||||
ERROR: different minivec dimensions 2 and 1
|
||||
SELECT '[1,2,3]'::minivec || '[4,5]';
|
||||
?column?
|
||||
-------------
|
||||
[1,2,3,4,5]
|
||||
(1 row)
|
||||
|
||||
SELECT array_fill(0, ARRAY[16000])::minivec || '[1]';
|
||||
ERROR: minivec cannot have more than 16000 dimensions
|
||||
SELECT '[1,2,3]'::minivec < '[1,2,3]';
|
||||
?column?
|
||||
----------
|
||||
f
|
||||
(1 row)
|
||||
|
||||
SELECT '[1,2,3]'::minivec < '[1,2]';
|
||||
?column?
|
||||
----------
|
||||
f
|
||||
(1 row)
|
||||
|
||||
SELECT '[1,2,3]'::minivec <= '[1,2,3]';
|
||||
?column?
|
||||
----------
|
||||
t
|
||||
(1 row)
|
||||
|
||||
SELECT '[1,2,3]'::minivec <= '[1,2]';
|
||||
?column?
|
||||
----------
|
||||
f
|
||||
(1 row)
|
||||
|
||||
SELECT '[1,2,3]'::minivec = '[1,2,3]';
|
||||
?column?
|
||||
----------
|
||||
t
|
||||
(1 row)
|
||||
|
||||
SELECT '[1,2,3]'::minivec = '[1,2]';
|
||||
?column?
|
||||
----------
|
||||
f
|
||||
(1 row)
|
||||
|
||||
SELECT '[1,2,3]'::minivec != '[1,2,3]';
|
||||
?column?
|
||||
----------
|
||||
f
|
||||
(1 row)
|
||||
|
||||
SELECT '[1,2,3]'::minivec != '[1,2]';
|
||||
?column?
|
||||
----------
|
||||
t
|
||||
(1 row)
|
||||
|
||||
SELECT '[1,2,3]'::minivec >= '[1,2,3]';
|
||||
?column?
|
||||
----------
|
||||
t
|
||||
(1 row)
|
||||
|
||||
SELECT '[1,2,3]'::minivec >= '[1,2]';
|
||||
?column?
|
||||
----------
|
||||
t
|
||||
(1 row)
|
||||
|
||||
SELECT '[1,2,3]'::minivec > '[1,2,3]';
|
||||
?column?
|
||||
----------
|
||||
f
|
||||
(1 row)
|
||||
|
||||
SELECT '[1,2,3]'::minivec > '[1,2]';
|
||||
?column?
|
||||
----------
|
||||
t
|
||||
(1 row)
|
||||
|
||||
SELECT minivec_cmp('[1,2,3]', '[1,2,3]');
|
||||
minivec_cmp
|
||||
-------------
|
||||
0
|
||||
(1 row)
|
||||
|
||||
SELECT minivec_cmp('[1,2,3]', '[0,0,0]');
|
||||
minivec_cmp
|
||||
-------------
|
||||
1
|
||||
(1 row)
|
||||
|
||||
SELECT minivec_cmp('[0,0,0]', '[1,2,3]');
|
||||
minivec_cmp
|
||||
-------------
|
||||
-1
|
||||
(1 row)
|
||||
|
||||
SELECT minivec_cmp('[1,2]', '[1,2,3]');
|
||||
minivec_cmp
|
||||
-------------
|
||||
-1
|
||||
(1 row)
|
||||
|
||||
SELECT minivec_cmp('[1,2,3]', '[1,2]');
|
||||
minivec_cmp
|
||||
-------------
|
||||
1
|
||||
(1 row)
|
||||
|
||||
SELECT minivec_cmp('[1,2]', '[2,3,4]');
|
||||
minivec_cmp
|
||||
-------------
|
||||
-1
|
||||
(1 row)
|
||||
|
||||
SELECT minivec_cmp('[2,3]', '[1,2,3]');
|
||||
minivec_cmp
|
||||
-------------
|
||||
1
|
||||
(1 row)
|
||||
|
||||
SELECT vector_dims('[1,2,3]'::minivec);
|
||||
vector_dims
|
||||
-------------
|
||||
3
|
||||
(1 row)
|
||||
|
||||
SELECT round(l2_norm('[1,1]'::minivec)::numeric, 5);
|
||||
round
|
||||
---------
|
||||
1.41421
|
||||
(1 row)
|
||||
|
||||
SELECT l2_norm('[3,4]'::minivec);
|
||||
l2_norm
|
||||
---------
|
||||
5
|
||||
(1 row)
|
||||
|
||||
SELECT l2_norm('[0,1]'::minivec);
|
||||
l2_norm
|
||||
---------
|
||||
1
|
||||
(1 row)
|
||||
|
||||
SELECT l2_norm('[0,0]'::minivec);
|
||||
l2_norm
|
||||
---------
|
||||
0
|
||||
(1 row)
|
||||
|
||||
SELECT l2_norm('[2]'::minivec);
|
||||
l2_norm
|
||||
---------
|
||||
2
|
||||
(1 row)
|
||||
|
||||
SELECT l2_distance('[0,0]'::minivec, '[3,4]');
|
||||
l2_distance
|
||||
-------------
|
||||
5
|
||||
(1 row)
|
||||
|
||||
SELECT l2_distance('[0,0]'::minivec, '[0,1]');
|
||||
l2_distance
|
||||
-------------
|
||||
1
|
||||
(1 row)
|
||||
|
||||
SELECT l2_distance('[1,2]'::minivec, '[3]');
|
||||
ERROR: different minivec dimensions 2 and 1
|
||||
SELECT l2_distance('[1,1,1,1,1,1,1,1,1]'::minivec, '[1,1,1,1,1,1,1,4,5]');
|
||||
l2_distance
|
||||
-------------
|
||||
5
|
||||
(1 row)
|
||||
|
||||
SELECT '[0,0]'::minivec <-> '[3,4]';
|
||||
?column?
|
||||
----------
|
||||
5
|
||||
(1 row)
|
||||
|
||||
SELECT inner_product('[1,2]'::minivec, '[3,4]');
|
||||
inner_product
|
||||
---------------
|
||||
11
|
||||
(1 row)
|
||||
|
||||
SELECT inner_product('[1,2]'::minivec, '[3]');
|
||||
ERROR: different minivec dimensions 2 and 1
|
||||
SELECT inner_product('[448]'::minivec, '[448]');
|
||||
inner_product
|
||||
---------------
|
||||
200704
|
||||
(1 row)
|
||||
|
||||
SELECT inner_product('[1,1,1,1,1,1,1,1,1]'::minivec, '[1,2,3,4,5,6,7,8,9]');
|
||||
inner_product
|
||||
---------------
|
||||
45
|
||||
(1 row)
|
||||
|
||||
SELECT '[1,2]'::minivec <#> '[3,4]';
|
||||
?column?
|
||||
----------
|
||||
-11
|
||||
(1 row)
|
||||
|
||||
SELECT cosine_distance('[1,2]'::minivec, '[2,4]');
|
||||
cosine_distance
|
||||
-----------------
|
||||
0
|
||||
(1 row)
|
||||
|
||||
SELECT cosine_distance('[1,2]'::minivec, '[0,0]');
|
||||
cosine_distance
|
||||
-----------------
|
||||
NaN
|
||||
(1 row)
|
||||
|
||||
SELECT cosine_distance('[1,1]'::minivec, '[1,1]');
|
||||
cosine_distance
|
||||
-----------------
|
||||
0
|
||||
(1 row)
|
||||
|
||||
SELECT cosine_distance('[1,0]'::minivec, '[0,2]');
|
||||
cosine_distance
|
||||
-----------------
|
||||
1
|
||||
(1 row)
|
||||
|
||||
SELECT cosine_distance('[1,1]'::minivec, '[-1,-1]');
|
||||
cosine_distance
|
||||
-----------------
|
||||
2
|
||||
(1 row)
|
||||
|
||||
SELECT cosine_distance('[1,2]'::minivec, '[3]');
|
||||
ERROR: different minivec dimensions 2 and 1
|
||||
SELECT cosine_distance('[1,1]'::minivec, '[1.1,1.1]');
|
||||
cosine_distance
|
||||
-----------------
|
||||
0
|
||||
(1 row)
|
||||
|
||||
SELECT cosine_distance('[1,1]'::minivec, '[-1.1,-1.1]');
|
||||
cosine_distance
|
||||
-----------------
|
||||
2
|
||||
(1 row)
|
||||
|
||||
SELECT cosine_distance('[1,2,3,4,5,6,7,8,9]'::minivec, '[1,2,3,4,5,6,7,8,9]');
|
||||
cosine_distance
|
||||
-----------------
|
||||
0
|
||||
(1 row)
|
||||
|
||||
SELECT cosine_distance('[1,2,3,4,5,6,7,8,9]'::minivec, '[-1,-2,-3,-4,-5,-6,-7,-8,-9]');
|
||||
cosine_distance
|
||||
-----------------
|
||||
2
|
||||
(1 row)
|
||||
|
||||
SELECT '[1,2]'::minivec <=> '[2,4]';
|
||||
?column?
|
||||
----------
|
||||
0
|
||||
(1 row)
|
||||
|
||||
SELECT l1_distance('[0,0]'::minivec, '[3,4]');
|
||||
l1_distance
|
||||
-------------
|
||||
7
|
||||
(1 row)
|
||||
|
||||
SELECT l1_distance('[0,0]'::minivec, '[0,1]');
|
||||
l1_distance
|
||||
-------------
|
||||
1
|
||||
(1 row)
|
||||
|
||||
SELECT l1_distance('[1,2]'::minivec, '[3]');
|
||||
ERROR: different minivec dimensions 2 and 1
|
||||
SELECT l1_distance('[1,2,3,4,5,6,7,8,9]'::minivec, '[1,2,3,4,5,6,7,8,9]');
|
||||
l1_distance
|
||||
-------------
|
||||
0
|
||||
(1 row)
|
||||
|
||||
SELECT l1_distance('[1,2,3,4,5,6,7,8,9]'::minivec, '[0,3,2,5,4,7,6,9,8]');
|
||||
l1_distance
|
||||
-------------
|
||||
9
|
||||
(1 row)
|
||||
|
||||
SELECT '[0,0]'::minivec <+> '[3,4]';
|
||||
?column?
|
||||
----------
|
||||
7
|
||||
(1 row)
|
||||
|
||||
SELECT l2_normalize('[3,4]'::minivec);
|
||||
l2_normalize
|
||||
----------------
|
||||
[0.625,0.8125]
|
||||
(1 row)
|
||||
|
||||
SELECT l2_normalize('[3,0]'::minivec);
|
||||
l2_normalize
|
||||
--------------
|
||||
[1,0]
|
||||
(1 row)
|
||||
|
||||
SELECT l2_normalize('[0,0.1]'::minivec);
|
||||
l2_normalize
|
||||
--------------
|
||||
[0,1]
|
||||
(1 row)
|
||||
|
||||
SELECT l2_normalize('[0,0]'::minivec);
|
||||
l2_normalize
|
||||
--------------
|
||||
[0,0]
|
||||
(1 row)
|
||||
|
||||
SELECT l2_normalize('[448]'::minivec);
|
||||
l2_normalize
|
||||
--------------
|
||||
[1]
|
||||
(1 row)
|
||||
|
||||
SELECT binary_quantize('[1,0,-1]'::minivec);
|
||||
binary_quantize
|
||||
-----------------
|
||||
100
|
||||
(1 row)
|
||||
|
||||
SELECT binary_quantize('[0,0.1,-0.2,-0.3,0.4,0.5,0.6,-0.7,0.8,-0.9,1]'::minivec);
|
||||
binary_quantize
|
||||
-----------------
|
||||
01001110101
|
||||
(1 row)
|
||||
|
||||
SELECT subvector('[1,2,3,4,5]'::minivec, 1, 3);
|
||||
subvector
|
||||
-----------
|
||||
[1,2,3]
|
||||
(1 row)
|
||||
|
||||
SELECT subvector('[1,2,3,4,5]'::minivec, 3, 2);
|
||||
subvector
|
||||
-----------
|
||||
[3,4]
|
||||
(1 row)
|
||||
|
||||
SELECT subvector('[1,2,3,4,5]'::minivec, -1, 3);
|
||||
subvector
|
||||
-----------
|
||||
[1]
|
||||
(1 row)
|
||||
|
||||
SELECT subvector('[1,2,3,4,5]'::minivec, 3, 9);
|
||||
subvector
|
||||
-----------
|
||||
[3,4,5]
|
||||
(1 row)
|
||||
|
||||
SELECT subvector('[1,2,3,4,5]'::minivec, 1, 0);
|
||||
ERROR: minivec must have at least 1 dimension
|
||||
SELECT subvector('[1,2,3,4,5]'::minivec, 3, -1);
|
||||
ERROR: minivec must have at least 1 dimension
|
||||
SELECT subvector('[1,2,3,4,5]'::minivec, -1, 2);
|
||||
ERROR: minivec must have at least 1 dimension
|
||||
SELECT subvector('[1,2,3,4,5]'::minivec, 2147483647, 10);
|
||||
ERROR: minivec must have at least 1 dimension
|
||||
SELECT subvector('[1,2,3,4,5]'::minivec, 3, 2147483647);
|
||||
subvector
|
||||
-----------
|
||||
[3,4,5]
|
||||
(1 row)
|
||||
|
||||
SELECT subvector('[1,2,3,4,5]'::minivec, -2147483644, 2147483647);
|
||||
subvector
|
||||
-----------
|
||||
[1,2]
|
||||
(1 row)
|
||||
|
||||
@@ -1,11 +0,0 @@
|
||||
package PostgreSQL::Test::Cluster;
|
||||
|
||||
use PostgresNode;
|
||||
|
||||
sub new
|
||||
{
|
||||
my ($class, $name) = @_;
|
||||
return get_new_node($name);
|
||||
}
|
||||
|
||||
1;
|
||||
@@ -1,5 +0,0 @@
|
||||
package PostgreSQL::Test::Utils;
|
||||
|
||||
use TestLib;
|
||||
|
||||
1;
|
||||
8
test/perl/PostgresNode.pm
Normal file
8
test/perl/PostgresNode.pm
Normal file
@@ -0,0 +1,8 @@
|
||||
use PostgreSQL::Test::Cluster;
|
||||
|
||||
sub get_new_node
|
||||
{
|
||||
return PostgreSQL::Test::Cluster->new(@_);
|
||||
}
|
||||
|
||||
1;
|
||||
3
test/perl/TestLib.pm
Normal file
3
test/perl/TestLib.pm
Normal file
@@ -0,0 +1,3 @@
|
||||
use PostgreSQL::Test::Utils;
|
||||
|
||||
1;
|
||||
@@ -22,17 +22,6 @@ SELECT * FROM t ORDER BY val;
|
||||
|
||||
DROP TABLE t;
|
||||
|
||||
-- minivec
|
||||
|
||||
CREATE TABLE t (val minivec(3));
|
||||
INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
|
||||
CREATE INDEX ON t (val);
|
||||
|
||||
SELECT * FROM t WHERE val = '[1,2,3]';
|
||||
SELECT * FROM t ORDER BY val;
|
||||
|
||||
DROP TABLE t;
|
||||
|
||||
-- sparsevec
|
||||
|
||||
CREATE TABLE t (val sparsevec(3));
|
||||
|
||||
@@ -38,22 +38,6 @@ SELECT '{1,2,3}'::real[]::halfvec(2);
|
||||
SELECT '{65520,-65520}'::real[]::halfvec;
|
||||
SELECT '{1e-8,-1e-8}'::real[]::halfvec;
|
||||
|
||||
SELECT '[1,2,3]'::vector::minivec;
|
||||
SELECT '[1,2,3]'::vector::minivec(3);
|
||||
SELECT '[1,2,3]'::vector::minivec(2);
|
||||
SELECT '[465]'::vector::minivec;
|
||||
SELECT '[1e-8]'::vector::minivec;
|
||||
|
||||
SELECT '[1,2,3]'::minivec::vector;
|
||||
SELECT '[1,2,3]'::minivec::vector(3);
|
||||
SELECT '[1,2,3]'::minivec::vector(2);
|
||||
|
||||
SELECT '{1,2,3}'::real[]::minivec;
|
||||
SELECT '{1,2,3}'::real[]::minivec(3);
|
||||
SELECT '{1,2,3}'::real[]::minivec(2);
|
||||
SELECT '{465,-465}'::real[]::minivec;
|
||||
SELECT '{1e-8,-1e-8}'::real[]::minivec;
|
||||
|
||||
SELECT '[0,1.5,0,3.5,0]'::vector::sparsevec;
|
||||
SELECT '[0,1.5,0,3.5,0]'::vector::sparsevec(5);
|
||||
SELECT '[0,1.5,0,3.5,0]'::vector::sparsevec(4);
|
||||
@@ -74,22 +58,6 @@ SELECT '{}/16001'::sparsevec::halfvec;
|
||||
SELECT '{1:65520}/1'::sparsevec::halfvec;
|
||||
SELECT '{1:1e-8}/1'::sparsevec::halfvec;
|
||||
|
||||
SELECT ARRAY[1,0,2,0,3,0]::sparsevec;
|
||||
SELECT ARRAY[1.0,0.0,2.0,0.0,3.0,0.0]::sparsevec;
|
||||
SELECT ARRAY[1,0,2,0,3,0]::float4[]::sparsevec;
|
||||
SELECT ARRAY[1,0,2,0,3,0]::float8[]::sparsevec;
|
||||
SELECT ARRAY[1,0,2,0,3,0]::numeric[]::sparsevec;
|
||||
|
||||
SELECT '{1,0,2,0,3,0}'::real[]::sparsevec;
|
||||
SELECT '{1,0,2,0,3,0}'::real[]::sparsevec(6);
|
||||
SELECT '{1,0,2,0,3,0}'::real[]::sparsevec(5);
|
||||
SELECT '{NULL}'::real[]::sparsevec;
|
||||
SELECT '{NaN}'::real[]::sparsevec;
|
||||
SELECT '{Infinity}'::real[]::sparsevec;
|
||||
SELECT '{-Infinity}'::real[]::sparsevec;
|
||||
SELECT '{}'::real[]::sparsevec;
|
||||
SELECT '{{1}}'::real[]::sparsevec;
|
||||
|
||||
SELECT array_agg(n)::vector FROM generate_series(1, 16001) n;
|
||||
SELECT array_to_vector(array_agg(n), 16001, false) FROM generate_series(1, 16001) n;
|
||||
|
||||
|
||||
@@ -28,21 +28,6 @@ SELECT * FROM t2 ORDER BY val;
|
||||
DROP TABLE t;
|
||||
DROP TABLE t2;
|
||||
|
||||
-- minivec
|
||||
|
||||
CREATE TABLE t (val minivec(3));
|
||||
INSERT INTO t (val) VALUES ('[0,0,0]'), ('[1,2,3]'), ('[1,1,1]'), (NULL);
|
||||
|
||||
CREATE TABLE t2 (val minivec(3));
|
||||
|
||||
\copy t TO 'results/minivec.bin' WITH (FORMAT binary)
|
||||
\copy t2 FROM 'results/minivec.bin' WITH (FORMAT binary)
|
||||
|
||||
SELECT * FROM t2 ORDER BY val;
|
||||
|
||||
DROP TABLE t;
|
||||
DROP TABLE t2;
|
||||
|
||||
-- sparsevec
|
||||
|
||||
CREATE TABLE t (val sparsevec(3));
|
||||
|
||||
@@ -1,134 +0,0 @@
|
||||
SELECT '[1,2,3]'::minivec;
|
||||
SELECT '[-1,-2,-3]'::minivec;
|
||||
SELECT '[1.,2.,3.]'::minivec;
|
||||
SELECT ' [ 1, 2 , 3 ] '::minivec;
|
||||
SELECT '[1.23456]'::minivec;
|
||||
SELECT '[hello,1]'::minivec;
|
||||
SELECT '[NaN,1]'::minivec;
|
||||
SELECT '[Infinity,1]'::minivec;
|
||||
SELECT '[-Infinity,1]'::minivec;
|
||||
SELECT '[65519,-65519]'::minivec;
|
||||
SELECT '[65520,-65520]'::minivec;
|
||||
SELECT '[1e-8,-1e-8]'::minivec;
|
||||
SELECT '[4e38,1]'::minivec;
|
||||
SELECT '[1e-46,1]'::minivec;
|
||||
SELECT '[1,2,3'::minivec;
|
||||
SELECT '[1,2,3]9'::minivec;
|
||||
SELECT '1,2,3'::minivec;
|
||||
SELECT ''::minivec;
|
||||
SELECT '['::minivec;
|
||||
SELECT '[ '::minivec;
|
||||
SELECT '[,'::minivec;
|
||||
SELECT '[]'::minivec;
|
||||
SELECT '[ ]'::minivec;
|
||||
SELECT '[,]'::minivec;
|
||||
SELECT '[1,]'::minivec;
|
||||
SELECT '[1a]'::minivec;
|
||||
SELECT '[1,,3]'::minivec;
|
||||
SELECT '[1, ,3]'::minivec;
|
||||
|
||||
SELECT '[1,2,3]'::minivec(3);
|
||||
SELECT '[1,2,3]'::minivec(2);
|
||||
SELECT '[1,2,3]'::minivec(3, 2);
|
||||
SELECT '[1,2,3]'::minivec('a');
|
||||
SELECT '[1,2,3]'::minivec(0);
|
||||
SELECT '[1,2,3]'::minivec(16001);
|
||||
|
||||
SELECT unnest('{"[1,2,3]", "[4,5,6]"}'::minivec[]);
|
||||
SELECT '{"[1,2,3]"}'::minivec(2)[];
|
||||
|
||||
SELECT '[1,2,3]'::minivec + '[4,5,6]';
|
||||
SELECT '[448]'::minivec + '[448]';
|
||||
SELECT '[1,2]'::minivec + '[3]';
|
||||
|
||||
SELECT '[1,2,3]'::minivec - '[4,5,6]';
|
||||
SELECT '[-448]'::minivec - '[448]';
|
||||
SELECT '[1,2]'::minivec - '[3]';
|
||||
|
||||
SELECT '[1,2,3]'::minivec * '[4,5,6]';
|
||||
SELECT '[448]'::minivec * '[448]';
|
||||
SELECT '[1e-7]'::minivec * '[1e-7]';
|
||||
SELECT '[1,2]'::minivec * '[3]';
|
||||
|
||||
SELECT '[1,2,3]'::minivec || '[4,5]';
|
||||
SELECT array_fill(0, ARRAY[16000])::minivec || '[1]';
|
||||
|
||||
SELECT '[1,2,3]'::minivec < '[1,2,3]';
|
||||
SELECT '[1,2,3]'::minivec < '[1,2]';
|
||||
SELECT '[1,2,3]'::minivec <= '[1,2,3]';
|
||||
SELECT '[1,2,3]'::minivec <= '[1,2]';
|
||||
SELECT '[1,2,3]'::minivec = '[1,2,3]';
|
||||
SELECT '[1,2,3]'::minivec = '[1,2]';
|
||||
SELECT '[1,2,3]'::minivec != '[1,2,3]';
|
||||
SELECT '[1,2,3]'::minivec != '[1,2]';
|
||||
SELECT '[1,2,3]'::minivec >= '[1,2,3]';
|
||||
SELECT '[1,2,3]'::minivec >= '[1,2]';
|
||||
SELECT '[1,2,3]'::minivec > '[1,2,3]';
|
||||
SELECT '[1,2,3]'::minivec > '[1,2]';
|
||||
|
||||
SELECT minivec_cmp('[1,2,3]', '[1,2,3]');
|
||||
SELECT minivec_cmp('[1,2,3]', '[0,0,0]');
|
||||
SELECT minivec_cmp('[0,0,0]', '[1,2,3]');
|
||||
SELECT minivec_cmp('[1,2]', '[1,2,3]');
|
||||
SELECT minivec_cmp('[1,2,3]', '[1,2]');
|
||||
SELECT minivec_cmp('[1,2]', '[2,3,4]');
|
||||
SELECT minivec_cmp('[2,3]', '[1,2,3]');
|
||||
|
||||
SELECT vector_dims('[1,2,3]'::minivec);
|
||||
|
||||
SELECT round(l2_norm('[1,1]'::minivec)::numeric, 5);
|
||||
SELECT l2_norm('[3,4]'::minivec);
|
||||
SELECT l2_norm('[0,1]'::minivec);
|
||||
SELECT l2_norm('[0,0]'::minivec);
|
||||
SELECT l2_norm('[2]'::minivec);
|
||||
|
||||
SELECT l2_distance('[0,0]'::minivec, '[3,4]');
|
||||
SELECT l2_distance('[0,0]'::minivec, '[0,1]');
|
||||
SELECT l2_distance('[1,2]'::minivec, '[3]');
|
||||
SELECT l2_distance('[1,1,1,1,1,1,1,1,1]'::minivec, '[1,1,1,1,1,1,1,4,5]');
|
||||
SELECT '[0,0]'::minivec <-> '[3,4]';
|
||||
|
||||
SELECT inner_product('[1,2]'::minivec, '[3,4]');
|
||||
SELECT inner_product('[1,2]'::minivec, '[3]');
|
||||
SELECT inner_product('[448]'::minivec, '[448]');
|
||||
SELECT inner_product('[1,1,1,1,1,1,1,1,1]'::minivec, '[1,2,3,4,5,6,7,8,9]');
|
||||
SELECT '[1,2]'::minivec <#> '[3,4]';
|
||||
|
||||
SELECT cosine_distance('[1,2]'::minivec, '[2,4]');
|
||||
SELECT cosine_distance('[1,2]'::minivec, '[0,0]');
|
||||
SELECT cosine_distance('[1,1]'::minivec, '[1,1]');
|
||||
SELECT cosine_distance('[1,0]'::minivec, '[0,2]');
|
||||
SELECT cosine_distance('[1,1]'::minivec, '[-1,-1]');
|
||||
SELECT cosine_distance('[1,2]'::minivec, '[3]');
|
||||
SELECT cosine_distance('[1,1]'::minivec, '[1.1,1.1]');
|
||||
SELECT cosine_distance('[1,1]'::minivec, '[-1.1,-1.1]');
|
||||
SELECT cosine_distance('[1,2,3,4,5,6,7,8,9]'::minivec, '[1,2,3,4,5,6,7,8,9]');
|
||||
SELECT cosine_distance('[1,2,3,4,5,6,7,8,9]'::minivec, '[-1,-2,-3,-4,-5,-6,-7,-8,-9]');
|
||||
SELECT '[1,2]'::minivec <=> '[2,4]';
|
||||
|
||||
SELECT l1_distance('[0,0]'::minivec, '[3,4]');
|
||||
SELECT l1_distance('[0,0]'::minivec, '[0,1]');
|
||||
SELECT l1_distance('[1,2]'::minivec, '[3]');
|
||||
SELECT l1_distance('[1,2,3,4,5,6,7,8,9]'::minivec, '[1,2,3,4,5,6,7,8,9]');
|
||||
SELECT l1_distance('[1,2,3,4,5,6,7,8,9]'::minivec, '[0,3,2,5,4,7,6,9,8]');
|
||||
SELECT '[0,0]'::minivec <+> '[3,4]';
|
||||
|
||||
SELECT l2_normalize('[3,4]'::minivec);
|
||||
SELECT l2_normalize('[3,0]'::minivec);
|
||||
SELECT l2_normalize('[0,0.1]'::minivec);
|
||||
SELECT l2_normalize('[0,0]'::minivec);
|
||||
SELECT l2_normalize('[448]'::minivec);
|
||||
|
||||
SELECT binary_quantize('[1,0,-1]'::minivec);
|
||||
SELECT binary_quantize('[0,0.1,-0.2,-0.3,0.4,0.5,0.6,-0.7,0.8,-0.9,1]'::minivec);
|
||||
|
||||
SELECT subvector('[1,2,3,4,5]'::minivec, 1, 3);
|
||||
SELECT subvector('[1,2,3,4,5]'::minivec, 3, 2);
|
||||
SELECT subvector('[1,2,3,4,5]'::minivec, -1, 3);
|
||||
SELECT subvector('[1,2,3,4,5]'::minivec, 3, 9);
|
||||
SELECT subvector('[1,2,3,4,5]'::minivec, 1, 0);
|
||||
SELECT subvector('[1,2,3,4,5]'::minivec, 3, -1);
|
||||
SELECT subvector('[1,2,3,4,5]'::minivec, -1, 2);
|
||||
SELECT subvector('[1,2,3,4,5]'::minivec, 2147483647, 10);
|
||||
SELECT subvector('[1,2,3,4,5]'::minivec, 3, 2147483647);
|
||||
SELECT subvector('[1,2,3,4,5]'::minivec, -2147483644, 2147483647);
|
||||
@@ -2,9 +2,9 @@
|
||||
|
||||
# Test generic xlog record work for ivfflat index replication.
|
||||
use strict;
|
||||
use warnings FATAL => 'all';
|
||||
use PostgreSQL::Test::Cluster;
|
||||
use PostgreSQL::Test::Utils;
|
||||
use warnings;
|
||||
use PostgresNode;
|
||||
use TestLib;
|
||||
use Test::More;
|
||||
|
||||
my $dim = 32;
|
||||
@@ -49,7 +49,7 @@ sub test_index_replay
|
||||
my $array_sql = join(",", ('random()') x $dim);
|
||||
|
||||
# Initialize primary node
|
||||
$node_primary = PostgreSQL::Test::Cluster->new('primary');
|
||||
$node_primary = get_new_node('primary');
|
||||
$node_primary->init(allows_streaming => 1);
|
||||
if ($dim > 32)
|
||||
{
|
||||
@@ -67,7 +67,7 @@ my $backup_name = 'my_backup';
|
||||
$node_primary->backup($backup_name);
|
||||
|
||||
# Create streaming replica linking to primary
|
||||
$node_replica = PostgreSQL::Test::Cluster->new('replica');
|
||||
$node_replica = get_new_node('replica');
|
||||
$node_replica->init_from_backup($node_primary, $backup_name, has_streaming => 1);
|
||||
$node_replica->start;
|
||||
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
use strict;
|
||||
use warnings FATAL => 'all';
|
||||
use PostgreSQL::Test::Cluster;
|
||||
use PostgreSQL::Test::Utils;
|
||||
use warnings;
|
||||
use PostgresNode;
|
||||
use TestLib;
|
||||
use Test::More;
|
||||
|
||||
my $dim = 3;
|
||||
@@ -15,7 +15,7 @@ for (1 .. $dim)
|
||||
my $array_sql = join(", ", @r);
|
||||
|
||||
# Initialize node
|
||||
my $node = PostgreSQL::Test::Cluster->new('node');
|
||||
my $node = get_new_node('node');
|
||||
$node->init;
|
||||
$node->start;
|
||||
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
use strict;
|
||||
use warnings FATAL => 'all';
|
||||
use PostgreSQL::Test::Cluster;
|
||||
use PostgreSQL::Test::Utils;
|
||||
use warnings;
|
||||
use PostgresNode;
|
||||
use TestLib;
|
||||
use Test::More;
|
||||
|
||||
my $node;
|
||||
@@ -49,7 +49,7 @@ sub test_recall
|
||||
}
|
||||
|
||||
# Initialize node
|
||||
$node = PostgreSQL::Test::Cluster->new('node');
|
||||
$node = get_new_node('node');
|
||||
$node->init;
|
||||
$node->start;
|
||||
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
use strict;
|
||||
use warnings FATAL => 'all';
|
||||
use PostgreSQL::Test::Cluster;
|
||||
use PostgreSQL::Test::Utils;
|
||||
use warnings;
|
||||
use PostgresNode;
|
||||
use TestLib;
|
||||
use Test::More;
|
||||
|
||||
my $node;
|
||||
@@ -48,7 +48,7 @@ sub test_recall
|
||||
}
|
||||
|
||||
# Initialize node
|
||||
$node = PostgreSQL::Test::Cluster->new('node');
|
||||
$node = get_new_node('node');
|
||||
$node->init;
|
||||
$node->start;
|
||||
|
||||
|
||||
@@ -1,11 +1,11 @@
|
||||
use strict;
|
||||
use warnings FATAL => 'all';
|
||||
use PostgreSQL::Test::Cluster;
|
||||
use PostgreSQL::Test::Utils;
|
||||
use warnings;
|
||||
use PostgresNode;
|
||||
use TestLib;
|
||||
use Test::More;
|
||||
|
||||
# Initialize node
|
||||
my $node = PostgreSQL::Test::Cluster->new('node');
|
||||
my $node = get_new_node('node');
|
||||
$node->init;
|
||||
$node->start;
|
||||
|
||||
|
||||
@@ -1,11 +1,11 @@
|
||||
use strict;
|
||||
use warnings FATAL => 'all';
|
||||
use PostgreSQL::Test::Cluster;
|
||||
use PostgreSQL::Test::Utils;
|
||||
use warnings;
|
||||
use PostgresNode;
|
||||
use TestLib;
|
||||
use Test::More;
|
||||
|
||||
# Initialize node
|
||||
my $node = PostgreSQL::Test::Cluster->new('node');
|
||||
my $node = get_new_node('node');
|
||||
$node->init;
|
||||
$node->start;
|
||||
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
use strict;
|
||||
use warnings FATAL => 'all';
|
||||
use PostgreSQL::Test::Cluster;
|
||||
use PostgreSQL::Test::Utils;
|
||||
use warnings;
|
||||
use PostgresNode;
|
||||
use TestLib;
|
||||
use Test::More;
|
||||
|
||||
my $dim = 768;
|
||||
@@ -9,7 +9,7 @@ my $dim = 768;
|
||||
my $array_sql = join(",", ('random()') x $dim);
|
||||
|
||||
# Initialize node
|
||||
my $node = PostgreSQL::Test::Cluster->new('node');
|
||||
my $node = get_new_node('node');
|
||||
$node->init;
|
||||
$node->start;
|
||||
|
||||
|
||||
@@ -1,11 +1,11 @@
|
||||
use strict;
|
||||
use warnings FATAL => 'all';
|
||||
use PostgreSQL::Test::Cluster;
|
||||
use PostgreSQL::Test::Utils;
|
||||
use warnings;
|
||||
use PostgresNode;
|
||||
use TestLib;
|
||||
use Test::More;
|
||||
|
||||
# Initialize node
|
||||
my $node = PostgreSQL::Test::Cluster->new('node');
|
||||
my $node = get_new_node('node');
|
||||
$node->init;
|
||||
$node->start;
|
||||
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
use strict;
|
||||
use warnings FATAL => 'all';
|
||||
use PostgreSQL::Test::Cluster;
|
||||
use PostgreSQL::Test::Utils;
|
||||
use warnings;
|
||||
use PostgresNode;
|
||||
use TestLib;
|
||||
use Test::More;
|
||||
|
||||
my $dim = 3;
|
||||
@@ -11,7 +11,7 @@ my $limit = 20;
|
||||
my $array_sql = join(",", ('random()') x $dim);
|
||||
|
||||
# Initialize node
|
||||
my $node = PostgreSQL::Test::Cluster->new('node');
|
||||
my $node = get_new_node('node');
|
||||
$node->init;
|
||||
$node->start;
|
||||
|
||||
|
||||
@@ -2,9 +2,9 @@
|
||||
|
||||
# Test generic xlog record work for hnsw index replication.
|
||||
use strict;
|
||||
use warnings FATAL => 'all';
|
||||
use PostgreSQL::Test::Cluster;
|
||||
use PostgreSQL::Test::Utils;
|
||||
use warnings;
|
||||
use PostgresNode;
|
||||
use TestLib;
|
||||
use Test::More;
|
||||
|
||||
my $dim = 32;
|
||||
@@ -49,7 +49,7 @@ sub test_index_replay
|
||||
my $array_sql = join(",", ('random()') x $dim);
|
||||
|
||||
# Initialize primary node
|
||||
$node_primary = PostgreSQL::Test::Cluster->new('primary');
|
||||
$node_primary = get_new_node('primary');
|
||||
$node_primary->init(allows_streaming => 1);
|
||||
if ($dim > 32)
|
||||
{
|
||||
@@ -67,7 +67,7 @@ my $backup_name = 'my_backup';
|
||||
$node_primary->backup($backup_name);
|
||||
|
||||
# Create streaming replica linking to primary
|
||||
$node_replica = PostgreSQL::Test::Cluster->new('replica');
|
||||
$node_replica = get_new_node('replica');
|
||||
$node_replica->init_from_backup($node_primary, $backup_name, has_streaming => 1);
|
||||
$node_replica->start;
|
||||
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
use strict;
|
||||
use warnings FATAL => 'all';
|
||||
use PostgreSQL::Test::Cluster;
|
||||
use PostgreSQL::Test::Utils;
|
||||
use warnings;
|
||||
use PostgresNode;
|
||||
use TestLib;
|
||||
use Test::More;
|
||||
|
||||
my $dim = 3;
|
||||
@@ -15,7 +15,7 @@ for (1 .. $dim)
|
||||
my $array_sql = join(", ", @r);
|
||||
|
||||
# Initialize node
|
||||
my $node = PostgreSQL::Test::Cluster->new('node');
|
||||
my $node = get_new_node('node');
|
||||
$node->init;
|
||||
$node->start;
|
||||
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
use strict;
|
||||
use warnings FATAL => 'all';
|
||||
use PostgreSQL::Test::Cluster;
|
||||
use PostgreSQL::Test::Utils;
|
||||
use warnings;
|
||||
use PostgresNode;
|
||||
use TestLib;
|
||||
use Test::More;
|
||||
|
||||
my $node;
|
||||
@@ -47,7 +47,7 @@ sub test_recall
|
||||
}
|
||||
|
||||
# Initialize node
|
||||
$node = PostgreSQL::Test::Cluster->new('node');
|
||||
$node = get_new_node('node');
|
||||
$node->init;
|
||||
$node->start;
|
||||
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
use strict;
|
||||
use warnings FATAL => 'all';
|
||||
use PostgreSQL::Test::Cluster;
|
||||
use PostgreSQL::Test::Utils;
|
||||
use warnings;
|
||||
use PostgresNode;
|
||||
use TestLib;
|
||||
use Test::More;
|
||||
|
||||
my $node;
|
||||
@@ -47,7 +47,7 @@ sub test_recall
|
||||
}
|
||||
|
||||
# Initialize node
|
||||
$node = PostgreSQL::Test::Cluster->new('node');
|
||||
$node = get_new_node('node');
|
||||
$node->init;
|
||||
$node->start;
|
||||
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
use strict;
|
||||
use warnings FATAL => 'all';
|
||||
use PostgreSQL::Test::Cluster;
|
||||
use PostgreSQL::Test::Utils;
|
||||
use warnings;
|
||||
use PostgresNode;
|
||||
use TestLib;
|
||||
use Test::More;
|
||||
|
||||
my $node;
|
||||
@@ -48,7 +48,7 @@ sub test_recall
|
||||
}
|
||||
|
||||
# Initialize node
|
||||
$node = PostgreSQL::Test::Cluster->new('node');
|
||||
$node = get_new_node('node');
|
||||
$node->init;
|
||||
$node->start;
|
||||
|
||||
|
||||
@@ -1,11 +1,11 @@
|
||||
use strict;
|
||||
use warnings FATAL => 'all';
|
||||
use PostgreSQL::Test::Cluster;
|
||||
use PostgreSQL::Test::Utils;
|
||||
use warnings;
|
||||
use PostgresNode;
|
||||
use TestLib;
|
||||
use Test::More;
|
||||
|
||||
# Initialize node
|
||||
my $node = PostgreSQL::Test::Cluster->new('node');
|
||||
my $node = get_new_node('node');
|
||||
$node->init;
|
||||
$node->start;
|
||||
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
use strict;
|
||||
use warnings FATAL => 'all';
|
||||
use PostgreSQL::Test::Cluster;
|
||||
use PostgreSQL::Test::Utils;
|
||||
use warnings;
|
||||
use PostgresNode;
|
||||
use TestLib;
|
||||
use Test::More;
|
||||
|
||||
# Ensures elements and neighbors on both same and different pages
|
||||
@@ -10,7 +10,7 @@ my $dim = 1900;
|
||||
my $array_sql = join(",", ('random()') x $dim);
|
||||
|
||||
# Initialize node
|
||||
my $node = PostgreSQL::Test::Cluster->new('node');
|
||||
my $node = get_new_node('node');
|
||||
$node->init;
|
||||
$node->start;
|
||||
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
use strict;
|
||||
use warnings FATAL => 'all';
|
||||
use PostgreSQL::Test::Cluster;
|
||||
use PostgreSQL::Test::Utils;
|
||||
use warnings;
|
||||
use PostgresNode;
|
||||
use TestLib;
|
||||
use Test::More;
|
||||
|
||||
my $dim = 3;
|
||||
@@ -11,7 +11,7 @@ my $limit = 20;
|
||||
my $array_sql = join(",", ('random()') x $dim);
|
||||
|
||||
# Initialize node
|
||||
my $node = PostgreSQL::Test::Cluster->new('node');
|
||||
my $node = get_new_node('node');
|
||||
$node->init;
|
||||
$node->start;
|
||||
|
||||
|
||||
@@ -1,11 +1,11 @@
|
||||
use strict;
|
||||
use warnings FATAL => 'all';
|
||||
use PostgreSQL::Test::Cluster;
|
||||
use PostgreSQL::Test::Utils;
|
||||
use warnings;
|
||||
use PostgresNode;
|
||||
use TestLib;
|
||||
use Test::More;
|
||||
|
||||
# Initialize node
|
||||
my $node = PostgreSQL::Test::Cluster->new('node');
|
||||
my $node = get_new_node('node');
|
||||
$node->init;
|
||||
$node->start;
|
||||
|
||||
@@ -53,7 +53,7 @@ sub test_aggregate
|
||||
else
|
||||
{
|
||||
# Does not raise overflow error in this instance due to loss of precision
|
||||
is($res, "[24576,24576,49152]");
|
||||
is($res, "[24576,24576,49152]")
|
||||
}
|
||||
}
|
||||
|
||||
|
||||
@@ -1,13 +1,13 @@
|
||||
use strict;
|
||||
use warnings FATAL => 'all';
|
||||
use PostgreSQL::Test::Cluster;
|
||||
use PostgreSQL::Test::Utils;
|
||||
use warnings;
|
||||
use PostgresNode;
|
||||
use TestLib;
|
||||
use Test::More;
|
||||
|
||||
my $dim = 1024;
|
||||
|
||||
# Initialize node
|
||||
my $node = PostgreSQL::Test::Cluster->new('node');
|
||||
my $node = get_new_node('node');
|
||||
$node->init;
|
||||
$node->start;
|
||||
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
use strict;
|
||||
use warnings FATAL => 'all';
|
||||
use PostgreSQL::Test::Cluster;
|
||||
use PostgreSQL::Test::Utils;
|
||||
use warnings;
|
||||
use PostgresNode;
|
||||
use TestLib;
|
||||
use Test::More;
|
||||
|
||||
my $node;
|
||||
@@ -51,7 +51,7 @@ sub test_recall
|
||||
}
|
||||
|
||||
# Initialize node
|
||||
$node = PostgreSQL::Test::Cluster->new('node');
|
||||
$node = get_new_node('node');
|
||||
$node->init;
|
||||
$node->start;
|
||||
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
use strict;
|
||||
use warnings FATAL => 'all';
|
||||
use PostgreSQL::Test::Cluster;
|
||||
use PostgreSQL::Test::Utils;
|
||||
use warnings;
|
||||
use PostgresNode;
|
||||
use TestLib;
|
||||
use Test::More;
|
||||
|
||||
my $node;
|
||||
@@ -51,7 +51,7 @@ sub test_recall
|
||||
}
|
||||
|
||||
# Initialize node
|
||||
$node = PostgreSQL::Test::Cluster->new('node');
|
||||
$node = get_new_node('node');
|
||||
$node->init;
|
||||
$node->start;
|
||||
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
use strict;
|
||||
use warnings FATAL => 'all';
|
||||
use PostgreSQL::Test::Cluster;
|
||||
use PostgreSQL::Test::Utils;
|
||||
use warnings;
|
||||
use PostgresNode;
|
||||
use TestLib;
|
||||
use Test::More;
|
||||
|
||||
my $node;
|
||||
@@ -51,7 +51,7 @@ sub test_recall
|
||||
}
|
||||
|
||||
# Initialize node
|
||||
$node = PostgreSQL::Test::Cluster->new('node');
|
||||
$node = get_new_node('node');
|
||||
$node->init;
|
||||
$node->start;
|
||||
|
||||
|
||||
@@ -1,11 +1,11 @@
|
||||
use strict;
|
||||
use warnings FATAL => 'all';
|
||||
use PostgreSQL::Test::Cluster;
|
||||
use PostgreSQL::Test::Utils;
|
||||
use warnings;
|
||||
use PostgresNode;
|
||||
use TestLib;
|
||||
use Test::More;
|
||||
|
||||
# Initialize node
|
||||
my $node = PostgreSQL::Test::Cluster->new('node');
|
||||
my $node = get_new_node('node');
|
||||
$node->init;
|
||||
$node->start;
|
||||
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
use strict;
|
||||
use warnings FATAL => 'all';
|
||||
use PostgreSQL::Test::Cluster;
|
||||
use PostgreSQL::Test::Utils;
|
||||
use warnings;
|
||||
use PostgresNode;
|
||||
use TestLib;
|
||||
use Test::More;
|
||||
|
||||
my $node;
|
||||
@@ -48,7 +48,7 @@ sub test_recall
|
||||
}
|
||||
|
||||
# Initialize node
|
||||
$node = PostgreSQL::Test::Cluster->new('node');
|
||||
$node = get_new_node('node');
|
||||
$node->init;
|
||||
$node->start;
|
||||
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
use strict;
|
||||
use warnings FATAL => 'all';
|
||||
use PostgreSQL::Test::Cluster;
|
||||
use PostgreSQL::Test::Utils;
|
||||
use warnings;
|
||||
use PostgresNode;
|
||||
use TestLib;
|
||||
use Test::More;
|
||||
|
||||
my $node;
|
||||
@@ -48,7 +48,7 @@ sub test_recall
|
||||
}
|
||||
|
||||
# Initialize node
|
||||
$node = PostgreSQL::Test::Cluster->new('node');
|
||||
$node = get_new_node('node');
|
||||
$node->init;
|
||||
$node->start;
|
||||
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
use strict;
|
||||
use warnings FATAL => 'all';
|
||||
use PostgreSQL::Test::Cluster;
|
||||
use PostgreSQL::Test::Utils;
|
||||
use warnings;
|
||||
use PostgresNode;
|
||||
use TestLib;
|
||||
use Test::More;
|
||||
|
||||
my $node;
|
||||
@@ -48,7 +48,7 @@ sub test_recall
|
||||
}
|
||||
|
||||
# Initialize node
|
||||
$node = PostgreSQL::Test::Cluster->new('node');
|
||||
$node = get_new_node('node');
|
||||
$node->init;
|
||||
$node->start;
|
||||
|
||||
|
||||
@@ -1,11 +1,11 @@
|
||||
use strict;
|
||||
use warnings FATAL => 'all';
|
||||
use PostgreSQL::Test::Cluster;
|
||||
use PostgreSQL::Test::Utils;
|
||||
use warnings;
|
||||
use PostgresNode;
|
||||
use TestLib;
|
||||
use Test::More;
|
||||
|
||||
# Initialize node
|
||||
my $node = PostgreSQL::Test::Cluster->new('node');
|
||||
my $node = get_new_node('node');
|
||||
$node->init;
|
||||
$node->start;
|
||||
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
use strict;
|
||||
use warnings FATAL => 'all';
|
||||
use PostgreSQL::Test::Cluster;
|
||||
use PostgreSQL::Test::Utils;
|
||||
use warnings;
|
||||
use PostgresNode;
|
||||
use TestLib;
|
||||
use Test::More;
|
||||
|
||||
my $node;
|
||||
@@ -47,7 +47,7 @@ sub test_recall
|
||||
}
|
||||
|
||||
# Initialize node
|
||||
$node = PostgreSQL::Test::Cluster->new('node');
|
||||
$node = get_new_node('node');
|
||||
$node->init;
|
||||
$node->start;
|
||||
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
use strict;
|
||||
use warnings FATAL => 'all';
|
||||
use PostgreSQL::Test::Cluster;
|
||||
use PostgreSQL::Test::Utils;
|
||||
use warnings;
|
||||
use PostgresNode;
|
||||
use TestLib;
|
||||
use Test::More;
|
||||
|
||||
my $node;
|
||||
@@ -47,7 +47,7 @@ sub test_recall
|
||||
}
|
||||
|
||||
# Initialize node
|
||||
$node = PostgreSQL::Test::Cluster->new('node');
|
||||
$node = get_new_node('node');
|
||||
$node->init;
|
||||
$node->start;
|
||||
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
use strict;
|
||||
use warnings FATAL => 'all';
|
||||
use PostgreSQL::Test::Cluster;
|
||||
use PostgreSQL::Test::Utils;
|
||||
use warnings;
|
||||
use PostgresNode;
|
||||
use TestLib;
|
||||
use Test::More;
|
||||
|
||||
my $node;
|
||||
@@ -48,7 +48,7 @@ sub test_recall
|
||||
}
|
||||
|
||||
# Initialize node
|
||||
$node = PostgreSQL::Test::Cluster->new('node');
|
||||
$node = get_new_node('node');
|
||||
$node->init;
|
||||
$node->start;
|
||||
|
||||
|
||||
@@ -1,11 +1,11 @@
|
||||
use strict;
|
||||
use warnings FATAL => 'all';
|
||||
use PostgreSQL::Test::Cluster;
|
||||
use PostgreSQL::Test::Utils;
|
||||
use warnings;
|
||||
use PostgresNode;
|
||||
use TestLib;
|
||||
use Test::More;
|
||||
|
||||
# Initialize node
|
||||
my $node = PostgreSQL::Test::Cluster->new('node');
|
||||
my $node = get_new_node('node');
|
||||
$node->init;
|
||||
$node->start;
|
||||
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
use strict;
|
||||
use warnings FATAL => 'all';
|
||||
use PostgreSQL::Test::Cluster;
|
||||
use PostgreSQL::Test::Utils;
|
||||
use warnings;
|
||||
use PostgresNode;
|
||||
use TestLib;
|
||||
use Test::More;
|
||||
|
||||
my $node;
|
||||
@@ -51,7 +51,7 @@ sub test_recall
|
||||
}
|
||||
|
||||
# Initialize node
|
||||
$node = PostgreSQL::Test::Cluster->new('node');
|
||||
$node = get_new_node('node');
|
||||
$node->init;
|
||||
$node->start;
|
||||
|
||||
|
||||
@@ -1,14 +1,14 @@
|
||||
use strict;
|
||||
use warnings FATAL => 'all';
|
||||
use PostgreSQL::Test::Cluster;
|
||||
use PostgreSQL::Test::Utils;
|
||||
use warnings;
|
||||
use PostgresNode;
|
||||
use TestLib;
|
||||
use Test::More;
|
||||
|
||||
my $node;
|
||||
my $array_sql = join(",", ('floor(random() * 2)::int - 1') x 3);
|
||||
|
||||
# Initialize node
|
||||
$node = PostgreSQL::Test::Cluster->new('node');
|
||||
$node = get_new_node('node');
|
||||
$node->init;
|
||||
$node->start;
|
||||
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
use strict;
|
||||
use warnings FATAL => 'all';
|
||||
use PostgreSQL::Test::Cluster;
|
||||
use PostgreSQL::Test::Utils;
|
||||
use warnings;
|
||||
use PostgresNode;
|
||||
use TestLib;
|
||||
use Test::More;
|
||||
|
||||
my $node;
|
||||
@@ -10,7 +10,7 @@ my $dim = 5;
|
||||
my $array_sql = join(",", ('floor(random() * 4)::int - 2') x $dim);
|
||||
|
||||
# Initialize node
|
||||
$node = PostgreSQL::Test::Cluster->new('node');
|
||||
$node = get_new_node('node');
|
||||
$node->init;
|
||||
$node->start;
|
||||
|
||||
|
||||
@@ -1,7 +1,7 @@
|
||||
use strict;
|
||||
use warnings FATAL => 'all';
|
||||
use PostgreSQL::Test::Cluster;
|
||||
use PostgreSQL::Test::Utils;
|
||||
use warnings;
|
||||
use PostgresNode;
|
||||
use TestLib;
|
||||
use Test::More;
|
||||
|
||||
my $node;
|
||||
@@ -51,7 +51,7 @@ sub test_recall
|
||||
}
|
||||
|
||||
# Initialize node
|
||||
$node = PostgreSQL::Test::Cluster->new('node');
|
||||
$node = get_new_node('node');
|
||||
$node->init;
|
||||
$node->start;
|
||||
|
||||
|
||||
@@ -1,11 +1,11 @@
|
||||
use strict;
|
||||
use warnings FATAL => 'all';
|
||||
use PostgreSQL::Test::Cluster;
|
||||
use PostgreSQL::Test::Utils;
|
||||
use warnings;
|
||||
use PostgresNode;
|
||||
use TestLib;
|
||||
use Test::More;
|
||||
|
||||
# Initialize node
|
||||
my $node = PostgreSQL::Test::Cluster->new('node');
|
||||
my $node = get_new_node('node');
|
||||
$node->init;
|
||||
$node->start;
|
||||
|
||||
|
||||
@@ -1,11 +1,11 @@
|
||||
use strict;
|
||||
use warnings FATAL => 'all';
|
||||
use PostgreSQL::Test::Cluster;
|
||||
use PostgreSQL::Test::Utils;
|
||||
use warnings;
|
||||
use PostgresNode;
|
||||
use TestLib;
|
||||
use Test::More;
|
||||
|
||||
# Initialize node
|
||||
my $node = PostgreSQL::Test::Cluster->new('node');
|
||||
my $node = get_new_node('node');
|
||||
$node->init;
|
||||
$node->start;
|
||||
|
||||
|
||||
@@ -1,42 +0,0 @@
|
||||
use strict;
|
||||
use warnings FATAL => 'all';
|
||||
use PostgreSQL::Test::Cluster;
|
||||
use PostgreSQL::Test::Utils;
|
||||
use Test::More;
|
||||
|
||||
# Initialize node
|
||||
my $node = PostgreSQL::Test::Cluster->new('node');
|
||||
$node->init;
|
||||
$node->start;
|
||||
|
||||
# Create table and index
|
||||
$node->safe_psql("postgres", "CREATE EXTENSION vector;");
|
||||
$node->safe_psql("postgres", "CREATE TABLE tst (i serial, v sparsevec(100000));");
|
||||
$node->safe_psql("postgres", "CREATE INDEX ON tst USING hnsw (v sparsevec_l2_ops);");
|
||||
|
||||
for (1 .. 3)
|
||||
{
|
||||
for (1 .. 100)
|
||||
{
|
||||
my @elements;
|
||||
my %indices;
|
||||
for (1 .. int(rand() * 100))
|
||||
{
|
||||
my $index = int(rand() * (100000 - 1)) + 1;
|
||||
if (!exists($indices{$index}))
|
||||
{
|
||||
my $value = rand();
|
||||
push(@elements, "$index:$value");
|
||||
$indices{$index} = 1;
|
||||
}
|
||||
}
|
||||
my $embedding = "{" . join(",", @elements) . "}/100000";
|
||||
$node->safe_psql("postgres", "INSERT INTO tst (v) VALUES ('$embedding');");
|
||||
}
|
||||
|
||||
$node->safe_psql("postgres", "DELETE FROM tst WHERE i % 2 = 0;");
|
||||
$node->safe_psql("postgres", "VACUUM tst;");
|
||||
is(1, 1);
|
||||
}
|
||||
|
||||
done_testing();
|
||||
@@ -1,136 +0,0 @@
|
||||
use strict;
|
||||
use warnings FATAL => 'all';
|
||||
use PostgreSQL::Test::Cluster;
|
||||
use PostgreSQL::Test::Utils;
|
||||
use Test::More;
|
||||
|
||||
my $node;
|
||||
my @queries = ();
|
||||
my @expected;
|
||||
my $limit = 20;
|
||||
my $dim = 10;
|
||||
my $array_sql = join(",", ('2 * random() * random()') x $dim);
|
||||
|
||||
sub test_recall
|
||||
{
|
||||
my ($min, $operator) = @_;
|
||||
my $correct = 0;
|
||||
my $total = 0;
|
||||
|
||||
my $explain = $node->safe_psql("postgres", qq(
|
||||
SET enable_seqscan = off;
|
||||
EXPLAIN ANALYZE SELECT i FROM tst ORDER BY v $operator '$queries[0]' LIMIT $limit;
|
||||
));
|
||||
like($explain, qr/Index Scan/);
|
||||
|
||||
for my $i (0 .. $#queries)
|
||||
{
|
||||
my $actual = $node->safe_psql("postgres", qq(
|
||||
SET enable_seqscan = off;
|
||||
SELECT i FROM tst ORDER BY v $operator '$queries[$i]' LIMIT $limit;
|
||||
));
|
||||
my @actual_ids = split("\n", $actual);
|
||||
my %actual_set = map { $_ => 1 } @actual_ids;
|
||||
|
||||
my @expected_ids = split("\n", $expected[$i]);
|
||||
|
||||
foreach (@expected_ids)
|
||||
{
|
||||
if (exists($actual_set{$_}))
|
||||
{
|
||||
$correct++;
|
||||
}
|
||||
$total++;
|
||||
}
|
||||
}
|
||||
|
||||
cmp_ok($correct / $total, ">=", $min, $operator);
|
||||
}
|
||||
|
||||
# Initialize node
|
||||
$node = PostgreSQL::Test::Cluster->new('node');
|
||||
$node->init;
|
||||
$node->start;
|
||||
|
||||
# Create table
|
||||
$node->safe_psql("postgres", "CREATE EXTENSION vector;");
|
||||
$node->safe_psql("postgres", "CREATE TABLE tst (i int4, v minivec($dim));");
|
||||
$node->safe_psql("postgres",
|
||||
"INSERT INTO tst SELECT i, ARRAY[$array_sql] FROM generate_series(1, 10000) i;"
|
||||
);
|
||||
|
||||
# Generate queries
|
||||
for (1 .. 20)
|
||||
{
|
||||
my @r = ();
|
||||
for (1 .. $dim)
|
||||
{
|
||||
push(@r, rand());
|
||||
}
|
||||
push(@queries, "[" . join(",", @r) . "]");
|
||||
}
|
||||
|
||||
# Check each index type
|
||||
my @operators = ("<->", "<#>", "<=>", "<+>");
|
||||
my @opclasses = ("minivec_l2_ops", "minivec_ip_ops", "minivec_cosine_ops", "minivec_l1_ops");
|
||||
|
||||
for my $i (0 .. $#operators)
|
||||
{
|
||||
my $operator = $operators[$i];
|
||||
my $opclass = $opclasses[$i];
|
||||
|
||||
# Get exact results
|
||||
@expected = ();
|
||||
foreach (@queries)
|
||||
{
|
||||
my $res = $node->safe_psql("postgres", "SELECT i FROM tst ORDER BY v $operator '$_' LIMIT $limit;");
|
||||
push(@expected, $res);
|
||||
}
|
||||
|
||||
# Build index serially
|
||||
$node->safe_psql("postgres", qq(
|
||||
SET max_parallel_maintenance_workers = 0;
|
||||
CREATE INDEX idx ON tst USING hnsw (v $opclass);
|
||||
));
|
||||
|
||||
# Test approximate results
|
||||
my $min = 0.98;
|
||||
if ($operator eq '<=>')
|
||||
{
|
||||
$min = 0.65;
|
||||
}
|
||||
test_recall($min, $operator);
|
||||
|
||||
$node->safe_psql("postgres", "DROP INDEX idx;");
|
||||
|
||||
# Build index in parallel in memory
|
||||
my ($ret, $stdout, $stderr) = $node->psql("postgres", qq(
|
||||
SET client_min_messages = DEBUG;
|
||||
SET min_parallel_table_scan_size = 1;
|
||||
CREATE INDEX idx ON tst USING hnsw (v $opclass);
|
||||
));
|
||||
is($ret, 0, $stderr);
|
||||
like($stderr, qr/using \d+ parallel workers/);
|
||||
|
||||
# Test approximate results
|
||||
test_recall($min, $operator);
|
||||
|
||||
$node->safe_psql("postgres", "DROP INDEX idx;");
|
||||
|
||||
# Build index in parallel on disk
|
||||
# Set parallel_workers on table to use workers with low maintenance_work_mem
|
||||
($ret, $stdout, $stderr) = $node->psql("postgres", qq(
|
||||
ALTER TABLE tst SET (parallel_workers = 2);
|
||||
SET client_min_messages = DEBUG;
|
||||
SET maintenance_work_mem = '4MB';
|
||||
CREATE INDEX idx ON tst USING hnsw (v $opclass);
|
||||
ALTER TABLE tst RESET (parallel_workers);
|
||||
));
|
||||
is($ret, 0, $stderr);
|
||||
like($stderr, qr/using \d+ parallel workers/);
|
||||
like($stderr, qr/hnsw graph no longer fits into maintenance_work_mem/);
|
||||
|
||||
$node->safe_psql("postgres", "DROP INDEX idx;");
|
||||
}
|
||||
|
||||
done_testing();
|
||||
@@ -1,4 +1,4 @@
|
||||
comment = 'vector data type and ivfflat and hnsw access methods'
|
||||
default_version = '0.7.4'
|
||||
default_version = '0.7.0'
|
||||
module_pathname = '$libdir/vector'
|
||||
relocatable = true
|
||||
|
||||
Reference in New Issue
Block a user