pgml
pgml
pgml : Run AL/ML workloads with SQL interface
Overview
| ID | Extension | Package | Version | Category | License | Language |
|---|---|---|---|---|---|---|
| 1890 | pgml
|
pgml
|
2.10.0 |
RAG
|
MIT
|
Rust
|
| Attribute | Has Binary | Has Library | Need Load | Has DDL | Relocatable | Trusted |
|---|---|---|---|---|---|---|
--sLd--
|
No
|
Yes
|
Yes
|
Yes
|
no
|
no
|
| Relationships | |
|---|---|
| See Also | pg4ml
vectorize
pg_summarize
pg_tiktoken
vector
vchord
vectorscale
pg_strom
|
pgrx=0.12.9
Packages
| Type | Repo | Version | PG Major Compatibility | Package Pattern | Dependencies |
|---|---|---|---|---|---|
| EXT | PIGSTY
|
2.10.0 |
18
17
16
15
14
13
|
pgml |
- |
| RPM | PIGSTY
|
2.10.0 |
18
17
16
15
14
13
|
pgml_$v |
- |
| DEB | PIGSTY
|
2.10.0 |
18
17
16
15
14
13
|
postgresql-$v-pgml |
- |
| Linux / PG | PG18 | PG17 | PG16 | PG15 | PG14 | PG13 |
|---|---|---|---|---|---|---|
el8.x86_64
|
MISS
|
PIGSTY 2.10.0
|
PIGSTY 2.10.0
|
PIGSTY 2.10.0
|
PIGSTY 2.10.0
|
PIGSTY 2.10.0
|
el8.aarch64
|
MISS
|
PIGSTY 2.10.0
|
PIGSTY 2.10.0
|
PIGSTY 2.10.0
|
PIGSTY 2.10.0
|
PIGSTY 2.10.0
|
el9.x86_64
|
MISS
|
PIGSTY 2.10.0
|
PIGSTY 2.9.3
|
PIGSTY 2.9.3
|
PIGSTY 2.9.3
|
PIGSTY 2.10.0
|
el9.aarch64
|
MISS
|
PIGSTY 2.10.0
|
PIGSTY 2.10.0
|
PIGSTY 2.10.0
|
PIGSTY 2.10.0
|
PIGSTY 2.10.0
|
el10.x86_64
|
MISS
|
MISS
|
MISS
|
MISS
|
MISS
|
MISS
|
el10.aarch64
|
MISS
|
MISS
|
MISS
|
MISS
|
MISS
|
MISS
|
d12.x86_64
|
MISS
|
PIGSTY 2.10.0
|
PIGSTY 2.10.0
|
PIGSTY 2.10.0
|
PIGSTY 2.10.0
|
PIGSTY 2.10.0
|
d12.aarch64
|
MISS
|
PIGSTY 2.10.0
|
PIGSTY 2.10.0
|
PIGSTY 2.10.0
|
PIGSTY 2.10.0
|
PIGSTY 2.10.0
|
d13.x86_64
|
MISS
|
MISS
|
MISS
|
MISS
|
MISS
|
MISS
|
d13.aarch64
|
MISS
|
MISS
|
MISS
|
MISS
|
MISS
|
MISS
|
u22.x86_64
|
MISS
|
PIGSTY 2.10.0
|
PIGSTY 2.10.0
|
PIGSTY 2.10.0
|
PIGSTY 2.10.0
|
PIGSTY 2.10.0
|
u22.aarch64
|
MISS
|
PIGSTY 2.10.0
|
PIGSTY 2.10.0
|
PIGSTY 2.10.0
|
PIGSTY 2.10.0
|
PIGSTY 2.10.0
|
u24.x86_64
|
MISS
|
PIGSTY 2.10.0
|
PIGSTY 2.10.0
|
PIGSTY 2.10.0
|
PIGSTY 2.10.0
|
PIGSTY 2.10.0
|
u24.aarch64
|
MISS
|
PIGSTY 2.10.0
|
PIGSTY 2.10.0
|
PIGSTY 2.10.0
|
PIGSTY 2.10.0
|
PIGSTY 2.10.0
|
| Package | Version | OS | ORG | SIZE | File URL |
|---|---|---|---|---|---|
pgml_17 |
2.10.0 |
el8.x86_64 | pigsty | 5.7 MiB | pgml_17-2.10.0-1PIGSTY.el8.x86_64.rpm |
pgml_17 |
2.10.0 |
el8.aarch64 | pigsty | 4.8 MiB | pgml_17-2.10.0-1PIGSTY.el8.aarch64.rpm |
pgml_17 |
2.10.0 |
el9.x86_64 | pigsty | 5.3 MiB | pgml_17-2.10.0-1PIGSTY.el9.x86_64.rpm |
pgml_17 |
2.10.0 |
el9.aarch64 | pigsty | 5.1 MiB | pgml_17-2.10.0-1PIGSTY.el9.aarch64.rpm |
postgresql-17-pgml |
2.10.0 |
d12.x86_64 | pigsty | 4.7 MiB | postgresql-17-pgml_2.10.0-1PIGSTY~bookworm_amd64.deb |
postgresql-17-pgml |
2.10.0 |
d12.aarch64 | pigsty | 4.0 MiB | postgresql-17-pgml_2.10.0-1PIGSTY~bookworm_arm64.deb |
postgresql-17-pgml |
2.10.0 |
u22.x86_64 | pigsty | 5.1 MiB | postgresql-17-pgml_2.10.0-1PIGSTY~jammy_amd64.deb |
postgresql-17-pgml |
2.10.0 |
u22.aarch64 | pigsty | 4.8 MiB | postgresql-17-pgml_2.10.0-1PIGSTY~jammy_arm64.deb |
postgresql-17-pgml |
2.10.0 |
u24.x86_64 | pigsty | 5.4 MiB | postgresql-17-pgml_2.10.0-1PIGSTY~noble_amd64.deb |
postgresql-17-pgml |
2.10.0 |
u24.aarch64 | pigsty | 4.9 MiB | postgresql-17-pgml_2.10.0-1PIGSTY~noble_arm64.deb |
| Package | Version | OS | ORG | SIZE | File URL |
|---|---|---|---|---|---|
pgml_13 |
2.10.0 |
el8.x86_64 | pigsty | 5.7 MiB | pgml_13-2.10.0-1PIGSTY.el8.x86_64.rpm |
pgml_13 |
2.10.0 |
el8.aarch64 | pigsty | 4.8 MiB | pgml_13-2.10.0-1PIGSTY.el8.aarch64.rpm |
pgml_13 |
2.10.0 |
el9.x86_64 | pigsty | 5.3 MiB | pgml_13-2.10.0-1PIGSTY.el9.x86_64.rpm |
pgml_13 |
2.10.0 |
el9.aarch64 | pigsty | 5.1 MiB | pgml_13-2.10.0-1PIGSTY.el9.aarch64.rpm |
postgresql-13-pgml |
2.10.0 |
d12.x86_64 | pigsty | 4.7 MiB | postgresql-13-pgml_2.10.0-1PIGSTY~bookworm_amd64.deb |
postgresql-13-pgml |
2.10.0 |
d12.aarch64 | pigsty | 4.0 MiB | postgresql-13-pgml_2.10.0-1PIGSTY~bookworm_arm64.deb |
postgresql-13-pgml |
2.10.0 |
u22.x86_64 | pigsty | 5.1 MiB | postgresql-13-pgml_2.10.0-1PIGSTY~jammy_amd64.deb |
postgresql-13-pgml |
2.10.0 |
u22.aarch64 | pigsty | 4.8 MiB | postgresql-13-pgml_2.10.0-1PIGSTY~jammy_arm64.deb |
postgresql-13-pgml |
2.10.0 |
u24.x86_64 | pigsty | 5.4 MiB | postgresql-13-pgml_2.10.0-1PIGSTY~noble_amd64.deb |
postgresql-13-pgml |
2.10.0 |
u24.aarch64 | pigsty | 4.9 MiB | postgresql-13-pgml_2.10.0-1PIGSTY~noble_arm64.deb |
Source
pig build pkg pgml; # build rpm / deb with pigInstall
Make sure PGDG and PIGSTY repo available:
pig repo add pgdg pigsty -u # add both repo and update cacheInstall this extension with pig:
pig install pgml; # install via package name, for the active PG version
pig install pgml -v 17; # install for PG 17
pig install pgml -v 16; # install for PG 16
pig install pgml -v 15; # install for PG 15
pig install pgml -v 14; # install for PG 14Config this extension to shared_preload_libraries:
shared_preload_libraries = 'pgml';Create this extension with:
CREATE EXTENSION pgml;Usage
This extension is lack of maintenance
After installing the pgml extension and python dependencies on all cluster nodes, you can enable pgml on the PostgreSQL cluster.
Configure cluster with patronictl command and add pgml to shared_preload_libraries, and specify your venv dir in pgml.venv:
shared_preload_libraries: pgml, timescaledb, pg_stat_statements, auto_explain
pgml.venv: '/data/pgml'After that, restart database cluster, and create extension with SQL command:
CREATE EXTENSION vector; -- nice to have pgvector installed too!
CREATE EXTENSION pgml; -- create PostgresML in current database
SELECT pgml.version(); -- print PostgresML version stringIf it works, you should see something like:
# create extension pgml;
INFO: Python version: 3.11.2 (main, Oct 5 2023, 16:06:03) [GCC 8.5.0 20210514 (Red Hat 8.5.0-18)]
INFO: Scikit-learn 1.3.0, XGBoost 2.0.0, LightGBM 4.1.0, NumPy 1.26.1
CREATE EXTENSION
# SELECT pgml.version(); -- print PostgresML version string
version
---------
2.7.8You are all set! Check PostgresML for more details: https://postgresml.org/docs/guides/use-cases/
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