feat(ssa): Complete T-test end-to-end testing with 9 bug fixes - Phase 1 core 85% complete. R service: missing value auto-filter. Backend: error handling, variable matching, dynamic filename. Frontend: module activation, session isolation, error propagation. Full flow verified.

Co-authored-by: Cursor <cursoragent@cursor.com>
2026-02-19 20:57:00 +08:00
parent 8137e3cde2
commit 49b5c37cb1
86 changed files with 21207 additions and 252 deletions
--- a/backend/prisma/migrations/20260128_add_system_knowledge_base/migration.sql
+++ b/backend/prisma/migrations/20260128_add_system_knowledge_base/migration.sql
@@ -1,8 +1,77 @@
-- Add knowledge_config field to prompt_templates
-ALTER TABLE "capability_schema"."prompt_templates" ADD COLUMN "knowledge_config" JSONB;
+-- =============================================
+-- FIX: Create prompt_templates and prompt_versions tables if they don't exist
+-- Background: These tables were originally created via `prisma db push` 
+-- (bypassing migrations), causing shadow database validation failures.
+-- This fix ensures migrations can replay cleanly from scratch.
+-- =============================================
+
+-- Create PromptStatus enum if not exists
+DO $$ BEGIN
+    CREATE TYPE "capability_schema"."PromptStatus" AS ENUM ('DRAFT', 'ACTIVE', 'ARCHIVED');
+EXCEPTION
+    WHEN duplicate_object THEN null;
+END $$;
+
+-- CreateTable: prompt_templates (if not exists)
+CREATE TABLE IF NOT EXISTS "capability_schema"."prompt_templates" (
+    "id" SERIAL NOT NULL,
+    "code" TEXT NOT NULL,
+    "name" TEXT NOT NULL,
+    "module" TEXT NOT NULL,
+    "description" TEXT,
+    "variables" JSONB,
+    "created_at" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP,
+    "updated_at" TIMESTAMP(3) NOT NULL,
+
+    CONSTRAINT "prompt_templates_pkey" PRIMARY KEY ("id")
+);
+
+-- CreateIndex (if not exists)
+CREATE UNIQUE INDEX IF NOT EXISTS "prompt_templates_code_key" ON "capability_schema"."prompt_templates"("code");
+CREATE INDEX IF NOT EXISTS "idx_prompt_templates_module" ON "capability_schema"."prompt_templates"("module");
+
+-- CreateTable: prompt_versions (if not exists)
+CREATE TABLE IF NOT EXISTS "capability_schema"."prompt_versions" (
+    "id" SERIAL NOT NULL,
+    "template_id" INTEGER NOT NULL,
+    "version" INTEGER NOT NULL,
+    "content" TEXT NOT NULL,
+    "model_config" JSONB,
+    "status" "capability_schema"."PromptStatus" NOT NULL DEFAULT 'DRAFT',
+    "changelog" TEXT,
+    "created_by" TEXT,
+    "created_at" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP,
+
+    CONSTRAINT "prompt_versions_pkey" PRIMARY KEY ("id")
+);
+
+-- CreateIndex (if not exists)
+CREATE INDEX IF NOT EXISTS "idx_prompt_versions_template_status" ON "capability_schema"."prompt_versions"("template_id", "status");
+CREATE INDEX IF NOT EXISTS "idx_prompt_versions_status" ON "capability_schema"."prompt_versions"("status");
+
+-- AddForeignKey (if not exists)
+DO $$ BEGIN
+    ALTER TABLE "capability_schema"."prompt_versions" 
+    ADD CONSTRAINT "prompt_versions_template_id_fkey" 
+    FOREIGN KEY ("template_id") REFERENCES "capability_schema"."prompt_templates"("id") 
+    ON DELETE RESTRICT ON UPDATE CASCADE;
+EXCEPTION
+    WHEN duplicate_object THEN null;
+END $$;
+
+-- =============================================
+-- Original migration content starts here
+-- =============================================
+
+-- Add knowledge_config field to prompt_templates (if not exists)
+DO $$ BEGIN
+    ALTER TABLE "capability_schema"."prompt_templates" ADD COLUMN "knowledge_config" JSONB;
+EXCEPTION
+    WHEN duplicate_column THEN null;
+END $$;

 -- CreateTable: system_knowledge_bases
-CREATE TABLE "capability_schema"."system_knowledge_bases" (
+CREATE TABLE IF NOT EXISTS "capability_schema"."system_knowledge_bases" (
    "id" TEXT NOT NULL,
    "code" VARCHAR(50) NOT NULL,
    "name" VARCHAR(100) NOT NULL,
@@ -18,7 +87,7 @@ CREATE TABLE "capability_schema"."system_knowledge_bases" (
 );

 -- CreateTable: system_kb_documents
-CREATE TABLE "capability_schema"."system_kb_documents" (
+CREATE TABLE IF NOT EXISTS "capability_schema"."system_kb_documents" (
    "id" TEXT NOT NULL,
    "kb_id" TEXT NOT NULL,
    "filename" VARCHAR(255) NOT NULL,
@@ -35,20 +104,19 @@ CREATE TABLE "capability_schema"."system_kb_documents" (
    CONSTRAINT "system_kb_documents_pkey" PRIMARY KEY ("id")
 );

-- CreateIndex
-CREATE UNIQUE INDEX "system_knowledge_bases_code_key" ON "capability_schema"."system_knowledge_bases"("code");
+-- CreateIndex (if not exists)
+CREATE UNIQUE INDEX IF NOT EXISTS "system_knowledge_bases_code_key" ON "capability_schema"."system_knowledge_bases"("code");
+CREATE INDEX IF NOT EXISTS "idx_system_kb_category" ON "capability_schema"."system_knowledge_bases"("category");
+CREATE INDEX IF NOT EXISTS "idx_system_kb_status" ON "capability_schema"."system_knowledge_bases"("status");
+CREATE INDEX IF NOT EXISTS "idx_system_kb_docs_kb_id" ON "capability_schema"."system_kb_documents"("kb_id");
+CREATE INDEX IF NOT EXISTS "idx_system_kb_docs_status" ON "capability_schema"."system_kb_documents"("status");

-- CreateIndex
-CREATE INDEX "idx_system_kb_category" ON "capability_schema"."system_knowledge_bases"("category");
-
-- CreateIndex
-CREATE INDEX "idx_system_kb_status" ON "capability_schema"."system_knowledge_bases"("status");
-
-- CreateIndex
-CREATE INDEX "idx_system_kb_docs_kb_id" ON "capability_schema"."system_kb_documents"("kb_id");
-
-- CreateIndex
-CREATE INDEX "idx_system_kb_docs_status" ON "capability_schema"."system_kb_documents"("status");
-
-- AddForeignKey
-ALTER TABLE "capability_schema"."system_kb_documents" ADD CONSTRAINT "system_kb_documents_kb_id_fkey" FOREIGN KEY ("kb_id") REFERENCES "capability_schema"."system_knowledge_bases"("id") ON DELETE CASCADE ON UPDATE CASCADE;
+-- AddForeignKey (if not exists)
+DO $$ BEGIN
+    ALTER TABLE "capability_schema"."system_kb_documents" 
+    ADD CONSTRAINT "system_kb_documents_kb_id_fkey" 
+    FOREIGN KEY ("kb_id") REFERENCES "capability_schema"."system_knowledge_bases"("id") 
+    ON DELETE CASCADE ON UPDATE CASCADE;
+EXCEPTION
+    WHEN duplicate_object THEN null;
+END $$;
--- a/backend/prisma/migrations/20260207112544_add_iit_manager_agent_tables/migration.sql
+++ b/backend/prisma/migrations/20260207112544_add_iit_manager_agent_tables/migration.sql
@@ -2,6 +2,9 @@
 -- 创建 8 张新表用于支持完整的 Agent 功能
 -- 日期: 2026-02-07

+-- Enable pgvector extension for embedding support
+CREATE EXTENSION IF NOT EXISTS vector;
+
 -- CreateTable: iit_skills (Skill 配置存储)
 CREATE TABLE "iit_schema"."skills" (
    "id" TEXT NOT NULL,
--- a/backend/prisma/migrations/20260219_add_ssa_module/migration.sql
+++ b/backend/prisma/migrations/20260219_add_ssa_module/migration.sql
@@ -0,0 +1,164 @@
+-- CreateSchema
+CREATE SCHEMA IF NOT EXISTS "ssa_schema";
+
+-- CreateTable: ssa_sessions
+CREATE TABLE "ssa_schema"."ssa_sessions" (
+    "id" TEXT NOT NULL,
+    "user_id" TEXT NOT NULL,
+    "title" TEXT,
+    "data_schema" JSONB,
+    "data_payload" JSONB,
+    "data_oss_key" TEXT,
+    "status" TEXT NOT NULL DEFAULT 'active',
+    "created_at" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP,
+    "updated_at" TIMESTAMP(3) NOT NULL,
+
+    CONSTRAINT "ssa_sessions_pkey" PRIMARY KEY ("id")
+);
+
+-- CreateTable: ssa_messages
+CREATE TABLE "ssa_schema"."ssa_messages" (
+    "id" TEXT NOT NULL,
+    "session_id" TEXT NOT NULL,
+    "role" TEXT NOT NULL,
+    "content_type" TEXT NOT NULL,
+    "content" JSONB NOT NULL,
+    "created_at" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP,
+
+    CONSTRAINT "ssa_messages_pkey" PRIMARY KEY ("id")
+);
+
+-- CreateTable: ssa_tools_library
+CREATE TABLE "ssa_schema"."ssa_tools_library" (
+    "id" TEXT NOT NULL,
+    "tool_code" TEXT NOT NULL,
+    "name" TEXT NOT NULL,
+    "version" TEXT NOT NULL DEFAULT '1.0.0',
+    "description" TEXT NOT NULL,
+    "usage_context" TEXT,
+    "params_schema" JSONB NOT NULL,
+    "guardrails" JSONB,
+    "search_text" TEXT NOT NULL,
+    "embedding" vector(1024),
+    "is_active" BOOLEAN NOT NULL DEFAULT true,
+    "created_at" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP,
+    "updated_at" TIMESTAMP(3) NOT NULL,
+
+    CONSTRAINT "ssa_tools_library_pkey" PRIMARY KEY ("id")
+);
+
+-- CreateTable: ssa_execution_logs
+CREATE TABLE "ssa_schema"."ssa_execution_logs" (
+    "id" TEXT NOT NULL,
+    "session_id" TEXT NOT NULL,
+    "message_id" TEXT,
+    "tool_code" TEXT NOT NULL,
+    "input_params" JSONB NOT NULL,
+    "output_status" TEXT NOT NULL,
+    "output_result" JSONB,
+    "trace_log" TEXT[],
+    "execution_ms" INTEGER,
+    "created_at" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP,
+
+    CONSTRAINT "ssa_execution_logs_pkey" PRIMARY KEY ("id")
+);
+
+-- CreateTable: ssa_decision_table
+CREATE TABLE "ssa_schema"."ssa_decision_table" (
+    "id" TEXT NOT NULL,
+    "goal_type" TEXT NOT NULL,
+    "y_type" TEXT NOT NULL,
+    "x_type" TEXT,
+    "design_type" TEXT NOT NULL,
+    "tool_code" TEXT NOT NULL,
+    "alt_tool_code" TEXT,
+    "priority" INTEGER NOT NULL DEFAULT 0,
+    "is_active" BOOLEAN NOT NULL DEFAULT true,
+    "created_at" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP,
+
+    CONSTRAINT "ssa_decision_table_pkey" PRIMARY KEY ("id")
+);
+
+-- CreateTable: ssa_r_code_library
+CREATE TABLE "ssa_schema"."ssa_r_code_library" (
+    "id" TEXT NOT NULL,
+    "tool_code" TEXT NOT NULL,
+    "version" TEXT NOT NULL DEFAULT '1.0.0',
+    "file_name" TEXT NOT NULL,
+    "code_content" TEXT NOT NULL,
+    "entry_func" TEXT NOT NULL DEFAULT 'run_analysis',
+    "description" TEXT,
+    "dependencies" TEXT[] DEFAULT ARRAY[]::TEXT[],
+    "is_active" BOOLEAN NOT NULL DEFAULT true,
+    "created_at" TIMESTAMP(3) NOT NULL DEFAULT CURRENT_TIMESTAMP,
+    "updated_at" TIMESTAMP(3) NOT NULL,
+
+    CONSTRAINT "ssa_r_code_library_pkey" PRIMARY KEY ("id")
+);
+
+-- CreateTable: ssa_param_mapping
+CREATE TABLE "ssa_schema"."ssa_param_mapping" (
+    "id" TEXT NOT NULL,
+    "tool_code" TEXT NOT NULL,
+    "json_key" TEXT NOT NULL,
+    "r_param_name" TEXT NOT NULL,
+    "data_type" TEXT NOT NULL,
+    "is_required" BOOLEAN NOT NULL DEFAULT false,
+    "default_value" TEXT,
+    "validation_rule" TEXT,
+    "description" TEXT,
+
+    CONSTRAINT "ssa_param_mapping_pkey" PRIMARY KEY ("id")
+);
+
+-- CreateTable: ssa_guardrail_config
+CREATE TABLE "ssa_schema"."ssa_guardrail_config" (
+    "id" TEXT NOT NULL,
+    "tool_code" TEXT NOT NULL,
+    "check_name" TEXT NOT NULL,
+    "check_order" INTEGER NOT NULL DEFAULT 0,
+    "check_code" TEXT NOT NULL,
+    "threshold" TEXT,
+    "action_type" TEXT NOT NULL,
+    "action_target" TEXT,
+    "is_enabled" BOOLEAN NOT NULL DEFAULT true,
+
+    CONSTRAINT "ssa_guardrail_config_pkey" PRIMARY KEY ("id")
+);
+
+-- CreateTable: ssa_interpretation_templates
+CREATE TABLE "ssa_schema"."ssa_interpretation_templates" (
+    "id" TEXT NOT NULL,
+    "tool_code" TEXT NOT NULL,
+    "scenario_key" TEXT NOT NULL,
+    "template" TEXT NOT NULL,
+    "placeholders" TEXT[] DEFAULT ARRAY[]::TEXT[],
+
+    CONSTRAINT "ssa_interpretation_templates_pkey" PRIMARY KEY ("id")
+);
+
+-- CreateIndex
+CREATE INDEX "idx_ssa_session_user" ON "ssa_schema"."ssa_sessions"("user_id");
+CREATE INDEX "idx_ssa_session_status" ON "ssa_schema"."ssa_sessions"("status");
+
+CREATE INDEX "idx_ssa_message_session" ON "ssa_schema"."ssa_messages"("session_id");
+
+CREATE UNIQUE INDEX "ssa_tools_library_tool_code_key" ON "ssa_schema"."ssa_tools_library"("tool_code");
+
+CREATE INDEX "idx_ssa_exec_log_session" ON "ssa_schema"."ssa_execution_logs"("session_id");
+CREATE INDEX "idx_ssa_exec_log_tool" ON "ssa_schema"."ssa_execution_logs"("tool_code");
+
+CREATE UNIQUE INDEX "uq_ssa_decision_table" ON "ssa_schema"."ssa_decision_table"("goal_type", "y_type", "x_type", "design_type");
+
+CREATE INDEX "idx_ssa_rcode_tool" ON "ssa_schema"."ssa_r_code_library"("tool_code");
+
+CREATE UNIQUE INDEX "uq_ssa_param_mapping" ON "ssa_schema"."ssa_param_mapping"("tool_code", "json_key");
+
+CREATE INDEX "idx_ssa_guardrail_tool" ON "ssa_schema"."ssa_guardrail_config"("tool_code");
+
+CREATE UNIQUE INDEX "uq_ssa_interpretation" ON "ssa_schema"."ssa_interpretation_templates"("tool_code", "scenario_key");
+
+-- AddForeignKey
+ALTER TABLE "ssa_schema"."ssa_messages" ADD CONSTRAINT "ssa_messages_session_id_fkey" FOREIGN KEY ("session_id") REFERENCES "ssa_schema"."ssa_sessions"("id") ON DELETE CASCADE ON UPDATE CASCADE;
+
+ALTER TABLE "ssa_schema"."ssa_execution_logs" ADD CONSTRAINT "ssa_execution_logs_session_id_fkey" FOREIGN KEY ("session_id") REFERENCES "ssa_schema"."ssa_sessions"("id") ON DELETE CASCADE ON UPDATE CASCADE;
--- a/backend/prisma/schema.prisma
+++ b/backend/prisma/schema.prisma
@@ -283,6 +283,7 @@ model ReviewTask {
  methodologyScore  Float?    @map("methodology_score")
  methodologyStatus String?   @map("methodology_status")
  picoExtract       Json?     @map("pico_extract")
+  contextData       Json?     @map("context_data")  /// Skills V2.0 执行上下文数据
  isArchived        Boolean   @default(false) @map("is_archived")
  archivedAt        DateTime? @map("archived_at")
  modelUsed         String?   @map("model_used")
@@ -2138,3 +2139,170 @@ model ProtocolGeneration {
  @@map("protocol_generations")
  @@schema("protocol_schema")
 }
+
+// ============================================================
+// SSA Schema (ssa_schema)
+// 智能统计分析模块
+// ============================================================
+
+/// SSA 分析会话
+model SsaSession {
+  id            String   @id @default(uuid())
+  userId        String   @map("user_id")
+  title         String?
+  dataSchema    Json?    @map("data_schema")    /// 数据结构（LLM可见）
+  dataPayload   Json?    @map("data_payload")   /// 真实数据（仅R可见）
+  dataOssKey    String?  @map("data_oss_key")   /// OSS 存储 key（大数据）
+  status        String   @default("active")     /// active | consult | completed | error
+  createdAt     DateTime @default(now()) @map("created_at")
+  updatedAt     DateTime @updatedAt @map("updated_at")
+  
+  messages      SsaMessage[]
+  executionLogs SsaExecutionLog[]
+  
+  @@index([userId], map: "idx_ssa_session_user")
+  @@index([status], map: "idx_ssa_session_status")
+  @@map("ssa_sessions")
+  @@schema("ssa_schema")
+}
+
+/// SSA 消息记录
+model SsaMessage {
+  id            String   @id @default(uuid())
+  sessionId     String   @map("session_id")
+  role          String   /// user | assistant | system
+  contentType   String   @map("content_type")  /// text | plan | result
+  content       Json
+  createdAt     DateTime @default(now()) @map("created_at")
+  
+  session       SsaSession @relation(fields: [sessionId], references: [id], onDelete: Cascade)
+  
+  @@index([sessionId], map: "idx_ssa_message_session")
+  @@map("ssa_messages")
+  @@schema("ssa_schema")
+}
+
+/// SSA 工具库
+model SsaTool {
+  id            String   @id @default(uuid())
+  toolCode      String   @unique @map("tool_code")
+  name          String
+  version       String   @default("1.0.0")
+  description   String
+  usageContext  String?  @map("usage_context")
+  paramsSchema  Json     @map("params_schema")
+  guardrails    Json?
+  searchText    String   @map("search_text")
+  embedding     Unsupported("vector(1024)")?
+  isActive      Boolean  @default(true) @map("is_active")
+  createdAt     DateTime @default(now()) @map("created_at")
+  updatedAt     DateTime @updatedAt @map("updated_at")
+  
+  @@map("ssa_tools_library")
+  @@schema("ssa_schema")
+}
+
+/// SSA 执行日志
+model SsaExecutionLog {
+  id            String   @id @default(uuid())
+  sessionId     String   @map("session_id")
+  messageId     String?  @map("message_id")
+  toolCode      String   @map("tool_code")
+  inputParams   Json     @map("input_params")
+  outputStatus  String   @map("output_status")
+  outputResult  Json?    @map("output_result")
+  traceLog      String[] @map("trace_log")
+  executionMs   Int?     @map("execution_ms")
+  createdAt     DateTime @default(now()) @map("created_at")
+  
+  session       SsaSession @relation(fields: [sessionId], references: [id], onDelete: Cascade)
+  
+  @@index([sessionId], map: "idx_ssa_exec_log_session")
+  @@index([toolCode], map: "idx_ssa_exec_log_tool")
+  @@map("ssa_execution_logs")
+  @@schema("ssa_schema")
+}
+
+/// SSA 统计决策表
+model SsaDecisionTable {
+  id            String   @id @default(uuid())
+  goalType      String   @map("goal_type")      /// 分析目标
+  yType         String   @map("y_type")         /// 因变量类型
+  xType         String?  @map("x_type")         /// 自变量类型
+  designType    String   @map("design_type")    /// 设计类型
+  toolCode      String   @map("tool_code")      /// 推荐工具
+  altToolCode   String?  @map("alt_tool_code")  /// 备选工具（降级）
+  priority      Int      @default(0)            /// 优先级
+  isActive      Boolean  @default(true) @map("is_active")
+  createdAt     DateTime @default(now()) @map("created_at")
+  
+  @@unique([goalType, yType, xType, designType], map: "uq_ssa_decision_table")
+  @@map("ssa_decision_table")
+  @@schema("ssa_schema")
+}
+
+/// SSA R 代码库
+model SsaRCodeLibrary {
+  id            String   @id @default(uuid())
+  toolCode      String   @map("tool_code")       /// 关联工具代码
+  version       String   @default("1.0.0")
+  fileName      String   @map("file_name")       /// R 脚本文件名
+  codeContent   String   @map("code_content") @db.Text  /// R 代码内容
+  entryFunc     String   @default("run_analysis") @map("entry_func")
+  description   String?
+  dependencies  String[] @default([])            /// 依赖包列表
+  isActive      Boolean  @default(true) @map("is_active")
+  createdAt     DateTime @default(now()) @map("created_at")
+  updatedAt     DateTime @updatedAt @map("updated_at")
+  
+  @@index([toolCode], map: "idx_ssa_rcode_tool")
+  @@map("ssa_r_code_library")
+  @@schema("ssa_schema")
+}
+
+/// SSA 参数映射配置
+model SsaParamMapping {
+  id            String   @id @default(uuid())
+  toolCode      String   @map("tool_code")
+  jsonKey       String   @map("json_key")        /// 前端传入的 JSON Key
+  rParamName    String   @map("r_param_name")    /// R 函数参数名
+  dataType      String   @map("data_type")       /// string | number | boolean
+  isRequired    Boolean  @default(false) @map("is_required")
+  defaultValue  String?  @map("default_value")
+  validationRule String? @map("validation_rule")
+  description   String?
+  
+  @@unique([toolCode, jsonKey], map: "uq_ssa_param_mapping")
+  @@map("ssa_param_mapping")
+  @@schema("ssa_schema")
+}
+
+/// SSA 护栏规则配置
+model SsaGuardrailConfig {
+  id            String   @id @default(uuid())
+  toolCode      String   @map("tool_code")
+  checkName     String   @map("check_name")      /// 检查名称
+  checkOrder    Int      @default(0) @map("check_order")
+  checkCode     String   @map("check_code")      /// R 函数名
+  threshold     String?                          /// 阈值条件
+  actionType    String   @map("action_type")     /// Block | Warn | Switch
+  actionTarget  String?  @map("action_target")   /// Switch 时的目标工具
+  isEnabled     Boolean  @default(true) @map("is_enabled")
+  
+  @@index([toolCode], map: "idx_ssa_guardrail_tool")
+  @@map("ssa_guardrail_config")
+  @@schema("ssa_schema")
+}
+
+/// SSA 结果解读模板
+model SsaInterpretation {
+  id            String   @id @default(uuid())
+  toolCode      String   @map("tool_code")
+  scenarioKey   String   @map("scenario_key")    /// significant | not_significant
+  template      String   @db.Text               /// 解读模板（含占位符）
+  placeholders  String[] @default([])            /// 占位符列表
+  
+  @@unique([toolCode, scenarioKey], map: "uq_ssa_interpretation")
+  @@map("ssa_interpretation_templates")
+  @@schema("ssa_schema")
+}
--- a/backend/prisma/seed.ts
+++ b/backend/prisma/seed.ts
@@ -39,6 +39,22 @@ async function main() {
  });
  console.log(`   ✅ 内部租户创建成功: ${internalTenant.name}`);

+  // 为内部租户开放所有模块（超级管理员完整权限）
+  const internalModules = ['AIA', 'ASL', 'PKB', 'DC', 'SSA', 'ST', 'RVW', 'IIT'];
+  for (const moduleCode of internalModules) {
+    await prisma.tenant_modules.upsert({
+      where: { tenant_id_module_code: { tenant_id: internalTenant.id, module_code: moduleCode } },
+      update: {},
+      create: {
+        id: uuidv4(),
+        tenant_id: internalTenant.id,
+        module_code: moduleCode,
+        is_enabled: true,
+      },
+    });
+  }
+  console.log(`   ✅ 内部租户模块订阅: ${internalModules.join(', ')}`);
+
  // ============================================
  // 1.5 创建公共租户（个人用户池）
  // ============================================