feat(pkb): Integrate pgvector and create Dify replacement plan

Summary:
- Migrate PostgreSQL to pgvector/pgvector:pg15 Docker image
- Successfully install and verify pgvector 0.8.1 extension
- Create comprehensive Dify-to-pgvector migration plan
- Update PKB module documentation with pgvector status
- Update system documentation with pgvector integration

Key changes:
- docker-compose.yml: Switch to pgvector/pgvector:pg15 image
- Add EkbDocument and EkbChunk data model design
- Design R-C-R-G hybrid retrieval architecture
- Add clinical data JSONB fields (pico, studyDesign, regimen, safety, criteria, endpoints)
- Create detailed 10-day implementation roadmap

Documentation updates:
- PKB module status: pgvector RAG infrastructure ready
- System status: pgvector 0.8.1 integrated
- New: Dify replacement development plan (01-Dify替换为pgvector开发计划.md)
- New: Enterprise medical knowledge base solution V2

Tested: PostgreSQL with pgvector verified, frontend and backend functionality confirmed
This commit is contained in:
2026-01-20 00:00:58 +08:00
parent 1ece9a4ae8
commit dfc0fe0b9a
289 changed files with 1897 additions and 41 deletions

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# 基于已有的 postgres:15-alpine 镜像构建 pgvector 版本
# pgvector 版本0.8.0(与阿里云 RDS PostgreSQL 15 保持一致)
FROM postgres:15-alpine
# 使用阿里云镜像源加速 Alpine 包下载
RUN sed -i 's/dl-cdn.alpinelinux.org/mirrors.aliyun.com/g' /etc/apk/repositories
# 复制本地下载的 pgvector 源码包
COPY pgvector-0.8.0.tar.gz /tmp/pgvector-0.8.0.tar.gz
# 安装编译依赖并编译 pgvector禁用 LLVM bitcode 编译)
RUN apk add --no-cache --virtual .build-deps \
build-base \
&& cd /tmp \
&& tar -xzf pgvector-0.8.0.tar.gz \
&& cd pgvector-0.8.0 \
&& sed -i 's/^with_llvm.*/with_llvm = no/' /usr/local/lib/postgresql/pgxs/src/Makefile.global \
&& make USE_PGXS=1 PG_CONFIG=/usr/local/bin/pg_config \
&& make USE_PGXS=1 PG_CONFIG=/usr/local/bin/pg_config install \
&& cd / \
&& rm -rf /tmp/pgvector-0.8.0 /tmp/pgvector-0.8.0.tar.gz \
&& apk del .build-deps