\ -p 5432:5432 \ postgres:15-bullseye# 进入容器安装依赖docker exec -it postgres_plpython bashapt-get update scikit-learn==1.3.0 tensorflow-cpu==2.13.0# 在数据库中启用psql -U postgres -c "CREATE EXTENSION plpython3u; IMMUTABLE PARALLEL SAFE;性能优化与资源隔离关键配置参数:-- 限制Python解释器内存使用ALTER SYSTEM SET plpython.max_memory = '2GB ';ALTER SYSTEM SET plpython.timeout = '5000'; -- 5秒超时-- 为推理函数创建资源组CREATE RESOURCE GROUP ml_inference 内容FROM postgres:15-bullseyeRUN apt-get update && apt-get install -y \ postgresql-plpython3-15 \
可以通过以下命令安装: CREATE EXTENSION plpython3u; 安装所需的 Python 库,如 Scikit-learn、pandas 等。 -- 调整特征数量 prediction = model.predict_proba(features)[0][1] -- 返回流失概率 return prediction $$ LANGUAGE plpython3u # 批量预测概率 predictions = model.predict_proba(features)[:, 1] return predictions.tolist() $$ LANGUAGE plpython3u model_path text = '/path/to/churn_model.pkl', probability_threshold float = 0.5 -- 预测标签的概率阈值 ) LANGUAGE plpython3u
默认 PostgreSQL 不会安装 Python 的扩展,这里我手动在靶机上安装下进行复现select version();先看下版本, pg 14搜索下有没有对应的 plpython3u 版本安装apt search postgresql-plpython有,那么直接装apt install postgresql-plpython-14安装完毕后记得注册下扩展create extension plpython3u ;查看是否支持 plpython3uselect * from pg_language;创建一个 UDF 来执行我们要执行的命令CREATE FUNCTION system (a text) RETURNS textAS $$ import os return os.popen(a).read()$$ LANGUAGE plpython3u;创建好 UDF 后,进行调用select system('ls a-penetration-testers-guide-to-postgresql/https://tttang.com/archive/854/https://valleylord.github.io/post/201410-postgres-plpython-install
将lib下的plpython2.so拷贝到$PGHOME/lib下 root@db-172-16-3-150-> cd postgresql-9.6.2/ root@db-172-16-3-150-> cd share/extension/ root@db-172-16-3-150-> ll|grep python -rw-r--r-- 1 ocz ocz 351 Jan 7 14:13 plpython2u --1.0.sql -rw-r--r-- 1 ocz ocz 196 Jan 7 14:13 plpython2u.control -rw-r--r-- 1 ocz ocz 402 Jan 7 14:13 plpython2u--unpackaged--1.0.sql -rw-r--r-- 1 ocz ocz 347 Jan 7 14:13 plpythonu--1.0.sql extension plpythonu; CREATE EXTENSION #这里可以参考http://blog.csdn.net/hewy0526/article/details/8576024 #创建plpython
安装与配置# 安装Python支持apt install postgresql-plpython3-15 python3 python3-pippip3 install torch transformers numpy scipy# 在数据库中创建扩展psql -d algorithm_db -c "CREATE EXTENSION plpython3u;"II. 'model' not in GD: GD['model'] = load_model() return GD['model'].predict(text)$$ LANGUAGE plpython3u mean(dim=1).squeeze().numpy() return (sentiment, confidence, embeddings.tolist())$$ LANGUAGE plpython3u 关键扩展psql -c "CREATE EXTENSION pg_stat_statements;"psql -c "CREATE EXTENSION plpython3u;"# 3.
NOT EXISTS ai CASCADE; CREATE EXTENSION IF NOT EXISTS vectorscale CASCADE; CASCADE 选项会自动安装 pgvector 和 plpython3u 您可以验证这些扩展是否已启用: \dx CASCADE 选项会自动安装 pgvector 和 plpython3u 扩展。 | ai | helper functions for ai workflows plpgsql | 1.0 | pg_catalog | PL/pgSQL procedural language plpython3u
9.4.7-1PGDG.rhel6 pgdg94 postgresql94-plpython.x86
base postgresql-plperl.x86_64 9.2.18-1.el7 base postgresql-plpython.x86 pgdg96 postgresql96-plperl.x86_64 9.6.4-1PGDG.rhel7 pgdg96 postgresql96-plpython.x86
[k] for k in sorted(user_features.keys())]) return float(model.predict(features))$$ LANGUAGE plpython3u -- 时序处理CREATE EXTENSION IF NOT EXISTS postgis; -- 空间分析CREATE EXTENSION IF NOT EXISTS plpython3u
www.postgresql.org/docs/current/contrib.html PL/Python + PL/Python 3 https://www.postgresql.org/docs/current/plpython.html
epel postgresql-plperl.x86_64 9.2.23-3.el7_4 updates postgresql-plpython.x86 pgdg10 postgresql10-plperl.x86_64 10.3-1PGDG.rhel7 pgdg10 postgresql10-plpython.x86
开放的语言接口,使得PG支持几乎地球上所有的编程语言作为数据库的函数、存储过程语言,例如plpython , plperl , pljava , plR , plCUDA , plshell等等。
SQL statements executed plpgsql | 1.0 | pg_catalog | PL/pgSQL procedural language plpython3u
double precision,double precision)": Invalid parameter: max_rank >= row_dim || max_rank >= column_dim (plpython.c
(plpython.c:4663) DETAIL: Left matrix, coldimension = 4, Right matrix, row dimension = 5 CONTEXT: Traceback (UDF_impl.hpp:210) (seg20hdp4:40000 pid=123035) (plpython.c:4663) CONTEXT: Traceback (most recent call
5 postgres postgres 4096 Dec 29 20:37 ltreedrwxrwxr-x. 4 postgres postgres 4096 Feb 9 2021 ltree_plpython-rw-r
ON COMMIT DROP;方案III:使用plpython3u并行计算(极端场景)-- 创建并行安全函数CREATE OR REPLACE FUNCTION calc_user_features_parallel 'event_type': 'count' }).reset_index() return result.itertuples(index=False)$$ LANGUAGE plpython3u
CREATE EXTENSION IF NOT EXISTS cube;CREATE EXTENSION IF NOT EXISTS hstore;CREATE EXTENSION IF NOT EXISTS plpython3u
**tgargs; char *tgqual; } Trigger; ---- 触发器函数可以使用系统自带的过程语言(例如plpgsql, pltcl, plperl, plpython
double precision,double precision)": Invalid parameter: max_rank >= row_dim || max_rank >= column_dim (plpython.c