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## π― Objective
Migrate from SQLite to PostgreSQL for scalability, transactional integrity, and multi-user support.
## π Prerequisites
- Docker/PostgreSQL server available
- Backup of existing SQLite database
- Migration testing environment
## π§ Implementation Tasks
### Task 2.1: Database Schema Analysis & Design
**Agent**: Data Engineer
**Priority**: Critical
**Estimated Time**: 4 hours
**Deliverables**:
- [ ] Complete SQLite schema analysis
- [ ] PostgreSQL schema design document
- [ ] Data type mapping (SQLite β PostgreSQL)
- [ ] Index strategy document
- [ ] Migration plan with rollback procedures
**Current Schema Analysis**:
```sql
-- From apps/backend/src/database/schema.sql
-- Tables to migrate:
- memory_entities
- memory_relations
- memory_tags
- raw_documents
- structured_facts
- evolution_kpis
- decisions
- pal_focus_windows
- pal_stress_levels
```
**PostgreSQL Equivalents**:
```sql
-- Type Mappings
INTEGER PRIMARY KEY AUTOINCREMENT β SERIAL PRIMARY KEY
TEXT β TEXT or VARCHAR(n)
REAL β NUMERIC(precision, scale)
BLOB β BYTEA
TIMESTAMP β TIMESTAMP WITH TIME ZONE
```
### Task 2.2: Set Up PostgreSQL Infrastructure
**Agent**: DevOps Engineer
**Priority**: Critical
**Estimated Time**: 3 hours
**Deliverables**:
```yaml
# docker-compose.yml - Add PostgreSQL service
services:
postgres:
image: postgres:16-alpine
container_name: widgettdc-postgres
environment:
POSTGRES_USER: ${POSTGRES_USER}
POSTGRES_PASSWORD: ${POSTGRES_PASSWORD}
POSTGRES_DB: widgettdc
ports:
- "5432:5432"
volumes:
- postgres-data:/var/lib/postgresql/data
- ./apps/backend/src/database/init.sql:/docker-entrypoint-initdb.d/init.sql
networks:
- widgettdc-network
pgadmin:
image: dpage/pgadmin4
container_name: widgettdc-pgadmin
environment:
PGADMIN_DEFAULT_EMAIL: ${PGADMIN_EMAIL}
PGADMIN_DEFAULT_PASSWORD: ${PGADMIN_PASSWORD}
ports:
- "5050:80"
networks:
- widgettdc-network
volumes:
postgres-data:
networks:
widgettdc-network:
driver: bridge
```
**Environment Configuration**:
```bash
# .env
DATABASE_TYPE=postgres
POSTGRES_HOST=localhost
POSTGRES_PORT=5432
POSTGRES_USER=widgettdc_user
POSTGRES_PASSWORD=secure_password_here
POSTGRES_DB=widgettdc
DATABASE_URL=postgresql://${POSTGRES_USER}:${POSTGRES_PASSWORD}@${POSTGRES_HOST}:${POSTGRES_PORT}/${POSTGRES_DB}
```
### Task 2.3: Implement ORM with Prisma
**Agent**: Backend Engineer
**Priority**: Critical
**Estimated Time**: 6 hours
**Deliverables**:
```prisma
// apps/backend/prisma/schema.prisma
generator client {
provider = "prisma-client-js"
}
datasource db {
provider = "postgresql"
url = env("DATABASE_URL")
}
model MemoryEntity {
id Int @id @default(autoincrement())
orgId String @map("org_id") @db.VarChar(255)
text String
metadata Json?
createdAt DateTime @default(now()) @map("created_at") @db.Timestamptz
updatedAt DateTime @updatedAt @map("updated_at") @db.Timestamptz
relations MemoryRelation[] @relation("MemoryEntityRelations")
tags MemoryTag[]
@@index([orgId])
@@index([createdAt])
@@map("memory_entities")
}
model MemoryRelation {
id Int @id @default(autoincrement())
sourceId Int @map("source_id")
targetId Int @map("target_id")
relationType String @map("relation_type") @db.VarChar(100)
strength Decimal @default(1.0) @db.Decimal(3, 2)
sourceEntity MemoryEntity @relation("MemoryEntityRelations", fields: [sourceId], references: [id], onDelete: Cascade)
@@index([sourceId])
@@index([targetId])
@@map("memory_relations")
}
model MemoryTag {
id Int @id @default(autoincrement())
entityId Int @map("entity_id")
tag String @db.VarChar(100)
entity MemoryEntity @relation(fields: [entityId], references: [id], onDelete: Cascade)
@@index([entityId])
@@index([tag])
@@map("memory_tags")
}
model RawDocument {
id Int @id @default(autoincrement())
orgId String @map("org_id") @db.VarChar(255)
title String? @db.VarChar(500)
content String
source String? @db.VarChar(200)
ingestedAt DateTime @default(now()) @map("ingested_at") @db.Timestamptz
@@index([orgId])
@@index([ingestedAt])
@@map("raw_documents")
}
model StructuredFact {
id Int @id @default(autoincrement())
orgId String @map("org_id") @db.VarChar(255)
subject String @db.VarChar(500)
predicate String @db.VarChar(200)
object String
docId Int? @map("doc_id")
@@index([orgId])
@@index([subject])
@@map("structured_facts")
}
model EvolutionKpi {
id Int @id @default(autoincrement())
decisionId Int @map("decision_id")
kpiName String @map("kpi_name") @db.VarChar(200)
expectedValue Decimal @map("expected_value") @db.Decimal(10, 2)
actualValue Decimal? @map("actual_value") @db.Decimal(10, 2)
measuredAt DateTime @map("measured_at") @db.Timestamptz
@@index([decisionId])
@@index([measuredAt])
@@map("evolution_kpis")
}
model Decision {
id Int @id @default(autoincrement())
orgId String @map("org_id") @db.VarChar(255)
title String @db.VarChar(500)
description String?
madeAt DateTime @map("made_at") @db.Timestamptz
@@index([orgId])
@@index([madeAt])
@@map("decisions")
}
model PalFocusWindow {
id Int @id @default(autoincrement())
userId String @map("user_id") @db.VarChar(255)
startTime DateTime @map("start_time") @db.Timestamptz
endTime DateTime @map("end_time") @db.Timestamptz
priority String @db.VarChar(50)
@@index([userId])
@@index([startTime])
@@map("pal_focus_windows")
}
model PalStressLevel {
id Int @id @default(autoincrement())
userId String @map("user_id") @db.VarChar(255)
level Int @db.SmallInt
measuredAt DateTime @map("measured_at") @db.Timestamptz
@@index([userId])
@@index([measuredAt])
@@map("pal_stress_levels")
}
```
**Database Client Implementation**:
```typescript
// apps/backend/src/database/prisma.ts
import { PrismaClient } from '@prisma/client';
const globalForPrisma = globalThis as unknown as {
prisma: PrismaClient | undefined;
};
export const prisma = globalForPrisma.prisma ?? new PrismaClient({
log: process.env.NODE_ENV === 'development' ? ['query', 'error', 'warn'] : ['error'],
});
if (process.env.NODE_ENV !== 'production') {
globalForPrisma.prisma = prisma;
}
export default prisma;
```
### Task 2.4: Update Repository Layer
**Agent**: Backend Engineer
**Priority**: Critical
**Estimated Time**: 8 hours
**Deliverables**:
```typescript
// apps/backend/src/services/memory/memoryRepository.ts
import prisma from '../../database/prisma.js';
import { MemoryEntity, Prisma } from '@prisma/client';
export class MemoryRepository {
async ingestMemory(input: MemoryIngestInput): Promise<MemoryEntity> {
return await prisma.memoryEntity.create({
data: {
orgId: input.orgId,
text: input.text,
metadata: input.metadata,
tags: {
create: input.tags?.map(tag => ({ tag })) ?? [],
},
},
include: {
tags: true,
},
});
}
async searchMemories(orgId: string, query: string): Promise<MemoryEntity[]> {
return await prisma.memoryEntity.findMany({
where: {
orgId,
text: {
contains: query,
mode: 'insensitive',
},
},
include: {
tags: true,
relations: true,
},
orderBy: {
createdAt: 'desc',
},
});
}
async getMemoryById(id: number): Promise<MemoryEntity | null> {
return await prisma.memoryEntity.findUnique({
where: { id },
include: {
tags: true,
relations: true,
},
});
}
async updateMemory(id: number, data: Partial<MemoryIngestInput>): Promise<MemoryEntity> {
return await prisma.memoryEntity.update({
where: { id },
data: {
text: data.text,
metadata: data.metadata,
},
});
}
async deleteMemory(id: number): Promise<void> {
await prisma.memoryEntity.delete({
where: { id },
});
}
// Complex query example with relations
async getMemoriesWithRelations(orgId: string): Promise<MemoryEntity[]> {
return await prisma.memoryEntity.findMany({
where: { orgId },
include: {
tags: true,
relations: {
include: {
sourceEntity: {
select: {
id: true,
text: true,
},
},
},
},
},
});
}
}
```
### Task 2.5: Data Migration Script
**Agent**: Data Engineer
**Priority**: Critical
**Estimated Time**: 6 hours
**Deliverables**:
```typescript
// apps/backend/src/database/migrate-sqlite-to-postgres.ts
import Database from 'better-sqlite3';
import prisma from './prisma.js';
interface SQLiteRow {
[key: string]: any;
}
async function migrateSQLiteToPostgres() {
console.log('Starting SQLite to PostgreSQL migration...');
// Connect to SQLite
const sqlite = new Database('./widget-tdc.db', { readonly: true });
try {
// 1. Migrate memory_entities
console.log('Migrating memory_entities...');
const memoryEntities = sqlite.prepare('SELECT * FROM memory_entities').all() as SQLiteRow[];
for (const entity of memoryEntities) {
await prisma.memoryEntity.create({
data: {
id: entity.id,
orgId: entity.org_id,
text: entity.text,
metadata: entity.metadata ? JSON.parse(entity.metadata) : null,
createdAt: new Date(entity.created_at),
updatedAt: new Date(entity.updated_at),
},
});
}
console.log(`Migrated ${memoryEntities.length} memory entities`);
// 2. Migrate memory_tags
console.log('Migrating memory_tags...');
const tags = sqlite.prepare('SELECT * FROM memory_tags').all() as SQLiteRow[];
for (const tag of tags) {
await prisma.memoryTag.create({
data: {
id: tag.id,
entityId: tag.entity_id,
tag: tag.tag,
},
});
}
console.log(`Migrated ${tags.length} tags`);
// 3. Migrate memory_relations
console.log('Migrating memory_relations...');
const relations = sqlite.prepare('SELECT * FROM memory_relations').all() as SQLiteRow[];
for (const relation of relations) {
await prisma.memoryRelation.create({
data: {
id: relation.id,
sourceId: relation.source_id,
targetId: relation.target_id,
relationType: relation.relation_type,
strength: relation.strength,
},
});
}
console.log(`Migrated ${relations.length} relations`);
// 4. Migrate raw_documents
console.log('Migrating raw_documents...');
const documents = sqlite.prepare('SELECT * FROM raw_documents').all() as SQLiteRow[];
for (const doc of documents) {
await prisma.rawDocument.create({
data: {
id: doc.id,
orgId: doc.org_id,
title: doc.title,
content: doc.content,
source: doc.source,
ingestedAt: new Date(doc.ingested_at),
},
});
}
console.log(`Migrated ${documents.length} documents`);
// 5. Migrate structured_facts
console.log('Migrating structured_facts...');
const facts = sqlite.prepare('SELECT * FROM structured_facts').all() as SQLiteRow[];
for (const fact of facts) {
await prisma.structuredFact.create({
data: {
id: fact.id,
orgId: fact.org_id,
subject: fact.subject,
predicate: fact.predicate,
object: fact.object,
docId: fact.doc_id,
},
});
}
console.log(`Migrated ${facts.length} facts`);
// 6-9. Migrate remaining tables...
// (evolution_kpis, decisions, pal_focus_windows, pal_stress_levels)
console.log('Migration completed successfully!');
// Verify migration
const counts = {
memoryEntities: await prisma.memoryEntity.count(),
tags: await prisma.memoryTag.count(),
relations: await prisma.memoryRelation.count(),
documents: await prisma.rawDocument.count(),
facts: await prisma.structuredFact.count(),
};
console.log('PostgreSQL record counts:', counts);
} catch (error) {
console.error('Migration failed:', error);
throw error;
} finally {
sqlite.close();
await prisma.$disconnect();
}
}
// Run migration
migrateSQLiteToPostgres()
.then(() => process.exit(0))
.catch((error) => {
console.error(error);
process.exit(1);
});
```
**Test Cases**:
```typescript
describe('PostgreSQL Migration', () => {
it('should migrate all memory entities', async () => {
const sqliteCount = await getSQLiteCount('memory_entities');
const pgCount = await prisma.memoryEntity.count();
expect(pgCount).toBe(sqliteCount);
});
it('should preserve data integrity', async () => {
// Compare sample records
const sqliteRecord = getSQLiteRecord('memory_entities', 1);
const pgRecord = await prisma.memoryEntity.findUnique({ where: { id: 1 } });
expect(pgRecord?.text).toBe(sqliteRecord.text);
expect(pgRecord?.orgId).toBe(sqliteRecord.org_id);
});
it('should maintain foreign key relationships', async () => {
const memoryWithRelations = await prisma.memoryEntity.findFirst({
include: { relations: true },
});
expect(memoryWithRelations?.relations).toBeDefined();
// Verify relation integrity
});
});
```
## π Success Criteria
- [ ] PostgreSQL running in Docker/production
- [ ] Prisma schema matches all SQLite tables
- [ ] All data migrated without loss
- [ ] Indexes created for performance
- [ ] Repository layer updated and tested
- [ ] Performance benchmarks show improvement
- [ ] Concurrent operations work without deadlocks
- [ ] All integration tests pass
## π Deployment Checklist
- [ ] Backup SQLite database
- [ ] Set up PostgreSQL server
- [ ] Run Prisma migrations
- [ ] Execute data migration script
- [ ] Verify data integrity
- [ ] Update connection strings
- [ ] Test backend services
- [ ] Monitor performance
- [ ] Document rollback procedure
---
**Next Phase**: Phase 3 - Vector Embeddings & LLM Integration
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