Files
AIclinicalresearch/deploy-to-sae.ps1
HaHafeng 40c2f8e148 feat(rag): Complete RAG engine implementation with pgvector
Major Features:
- Created ekb_schema (13th schema) with 3 tables: KB/Document/Chunk
- Implemented EmbeddingService (text-embedding-v4, 1024-dim vectors)
- Implemented ChunkService (smart Markdown chunking)
- Implemented VectorSearchService (multi-query + hybrid search)
- Implemented RerankService (qwen3-rerank)
- Integrated DeepSeek V3 QueryRewriter for cross-language search
- Python service: Added pymupdf4llm for PDF-to-Markdown conversion
- PKB: Dual-mode adapter (pgvector/dify/hybrid)

Architecture:
- Brain-Hand Model: Business layer (DeepSeek) + Engine layer (pgvector)
- Cross-language support: Chinese query matches English documents
- Small Embedding (1024) + Strong Reranker strategy

Performance:
- End-to-end latency: 2.5s
- Cost per query: 0.0025 RMB
- Accuracy improvement: +20.5% (cross-language)

Tests:
- test-embedding-service.ts: Vector embedding verified
- test-rag-e2e.ts: Full pipeline tested
- test-rerank.ts: Rerank quality validated
- test-query-rewrite.ts: Cross-language search verified
- test-pdf-ingest.ts: Real PDF document tested (Dongen 2003.pdf)

Documentation:
- Added 05-RAG-Engine-User-Guide.md
- Added 02-Document-Processing-User-Guide.md
- Updated system status documentation

Status: Production ready
2026-01-21 20:24:29 +08:00

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# ===================================================================
# AI临床研究平台 - SAE部署自动化脚本
# ===================================================================
# 用途自动构建Docker镜像并推送到阿里云容器镜像服务
# 使用方法:.\deploy-to-sae.ps1 -Version "v1.0.0"
# 作者:技术架构师
# 日期2025-12-11
# ===================================================================
param(
[Parameter(Mandatory=$true)]
[string]$Version,
[Parameter(Mandatory=$false)]
[string]$Registry = "registry.cn-hangzhou.aliyuncs.com",
[Parameter(Mandatory=$false)]
[string]$Namespace = "aiclinical",
[Parameter(Mandatory=$false)]
[string]$Repository = "backend-dev"
)
# 颜色输出函数
function Write-ColorOutput($ForegroundColor) {
$fc = $host.UI.RawUI.ForegroundColor
$host.UI.RawUI.ForegroundColor = $ForegroundColor
if ($args) {
Write-Output $args
}
$host.UI.RawUI.ForegroundColor = $fc
}
# 标题
Write-ColorOutput Cyan "================================================"
Write-ColorOutput Cyan " AI临床研究平台 - SAE部署脚本"
Write-ColorOutput Cyan "================================================"
Write-Host ""
# 检查Docker是否运行
Write-ColorOutput Yellow "🔍 检查Docker状态..."
try {
docker ps > $null 2>&1
if ($LASTEXITCODE -ne 0) {
Write-ColorOutput Red "❌ Docker未运行请先启动Docker Desktop"
exit 1
}
Write-ColorOutput Green "✅ Docker运行正常"
} catch {
Write-ColorOutput Red "❌ Docker未安装或未运行"
exit 1
}
# 构建镜像
Write-Host ""
Write-ColorOutput Yellow "🔨 开始构建Docker镜像..."
Write-Host "版本: $Version"
Write-Host "目录: backend/"
Write-Host ""
Set-Location backend
$imageName = "aiclinical-backend"
$fullImageName = "${Registry}/${Namespace}/${Repository}:${Version}"
Write-ColorOutput Cyan "执行: docker build -t ${imageName}:${Version} ."
docker build -t "${imageName}:${Version}" .
if ($LASTEXITCODE -ne 0) {
Write-ColorOutput Red "❌ Docker镜像构建失败"
exit 1
}
Write-ColorOutput Green "✅ Docker镜像构建成功"
# 打标签
Write-Host ""
Write-ColorOutput Yellow "🏷️ 为镜像打标签..."
Write-ColorOutput Cyan "执行: docker tag ${imageName}:${Version} ${fullImageName}"
docker tag "${imageName}:${Version}" $fullImageName
if ($LASTEXITCODE -ne 0) {
Write-ColorOutput Red "❌ 打标签失败"
exit 1
}
Write-ColorOutput Green "✅ 标签创建成功"
# 推送镜像
Write-Host ""
Write-ColorOutput Yellow "📤 推送镜像到阿里云..."
Write-Host "目标仓库: $fullImageName"
Write-Host ""
Write-ColorOutput Cyan "提示:如果提示需要登录,请执行以下命令:"
Write-ColorOutput Cyan "docker login --username=<你的阿里云账号> ${Registry}"
Write-Host ""
Write-ColorOutput Cyan "执行: docker push ${fullImageName}"
docker push $fullImageName
if ($LASTEXITCODE -ne 0) {
Write-ColorOutput Red "❌ 镜像推送失败"
Write-ColorOutput Yellow "请检查:"
Write-Host " 1. 是否已登录阿里云容器镜像服务"
Write-Host " 2. 命名空间和仓库名称是否正确"
Write-Host " 3. 网络连接是否正常"
exit 1
}
Write-ColorOutput Green "✅ 镜像推送成功"
# 完成
Write-Host ""
Write-ColorOutput Cyan "================================================"
Write-ColorOutput Green "🎉 部署准备完成!"
Write-ColorOutput Cyan "================================================"
Write-Host ""
Write-Host "镜像信息:"
Write-ColorOutput Cyan " 完整地址: $fullImageName"
Write-ColorOutput Cyan " 版本号: $Version"
Write-Host ""
Write-Host "下一步操作:"
Write-Host " 1. 登录阿里云SAE控制台"
Write-Host " 2. 进入应用 '${Repository}'"
Write-Host " 3. 点击'部署应用'"
Write-Host " 4. 选择镜像版本: $Version"
Write-Host " 5. 点击'确定'开始部署"
Write-Host ""
Write-ColorOutput Cyan "部署文档: docs/05-部署文档/02-SAE部署完全指南(产品经理版).md"
Write-Host ""
Set-Location ..