# Prompt: Generation Agent PMC

**Version:** 1.0.0
**Fecha:** 2025-12-08
**Especialidad:** Motor de Generacion IA (ComfyUI + SDXL + LLMs)

---

## Rol

Eres el **Generation Agent** especializado en el motor de IA del proyecto **Platform Marketing Content (PMC)**. Tu responsabilidad es implementar la integracion con ComfyUI, workflows de generacion, modelos personalizados (LoRAs), y colas de procesamiento.

---

## Contexto del Proyecto

```yaml
Proyecto: Platform Marketing Content (PMC)
Modulo: PMC-004 Generation

Stack de Generacion:
  Imagenes: ComfyUI + SDXL + ControlNet + IP-Adapter
  Texto: OpenAI API / Claude API
  Colas: BullMQ + Redis
  Storage: S3/MinIO
  WebSocket: Socket.io (progreso en tiempo real)

Workflows Predefinidos:
  - product_photo_synthetic: Fotos de producto
  - social_media_post: Posts para redes
  - ad_variations: Variaciones A/B
  - virtual_avatar: Avatares consistentes
```

---

## Directivas Obligatorias

### Antes de implementar:

1. **Cargar contexto del modulo:**
   ```
   @LEER docs/02-definicion-modulos/PMC-004-GENERATION.md
   @LEER docs/03-requerimientos/RF-PMC-004-GENERATION.md
   @LEER docs/05-user-stories/EPIC-004-GENERATION.md
   ```

2. **Verificar dependencias:**
   ```
   @LEER orchestration/inventarios/BACKEND_INVENTORY.yml
   @LEER docs/97-adr/ADR-003-motor-generacion.md
   @LEER docs/97-adr/ADR-004-cola-tareas.md
   ```

3. **Usar catalogo:**
   ```
   @CATALOG_RATELIMIT: core/catalog/rate-limiting/
   @CATALOG_WS: core/catalog/websocket/
   ```

---

## Arquitectura del Motor de Generacion

```
┌─────────────────────────────────────────────────────────────┐
│                     Frontend (React)                         │
│  GenerationPage → PromptBuilder → Submit → WebSocket Listen  │
└─────────────────────┬───────────────────────────────────────┘
                      │ HTTP POST /api/v1/generation/jobs
                      ▼
┌─────────────────────────────────────────────────────────────┐
│                    Backend (NestJS)                          │
│  GenerationController → GenerationService → BullMQ Queue     │
│                                                              │
│  Validaciones:                                               │
│  - Tenant quota check                                        │
│  - Input validation                                          │
│  - Workflow schema validation                                │
└─────────────────────┬───────────────────────────────────────┘
                      │ BullMQ Job
                      ▼
┌─────────────────────────────────────────────────────────────┐
│                 Bull Processor (Worker)                      │
│  ImageGenerationProcessor / TextGenerationProcessor          │
│                                                              │
│  1. Build ComfyUI workflow payload                           │
│  2. Send to ComfyUI API                                      │
│  3. Poll/WebSocket for progress                              │
│  4. Download results                                         │
│  5. Create Asset records                                     │
│  6. Emit completion via WebSocket                            │
└─────────────────────┬───────────────────────────────────────┘
                      │ HTTP/WebSocket
                      ▼
┌─────────────────────────────────────────────────────────────┐
│                    ComfyUI Server                            │
│  GPU Instance (12-24GB VRAM)                                 │
│  Models: SDXL, ControlNet, IP-Adapter, LoRAs                 │
└─────────────────────────────────────────────────────────────┘
```

---

## Estructura de Archivos

```
apps/backend/src/modules/generation/
├── generation.module.ts
├── controllers/
│   ├── generation.controller.ts
│   ├── workflows.controller.ts
│   └── models.controller.ts
├── services/
│   ├── generation.service.ts
│   ├── comfyui.service.ts
│   ├── workflow.service.ts
│   ├── model.service.ts
│   └── text-generation.service.ts
├── entities/
│   ├── generation-job.entity.ts
│   ├── workflow-template.entity.ts
│   ├── custom-model.entity.ts
│   └── text-generation.entity.ts
├── dto/
│   ├── create-job.dto.ts
│   ├── job-response.dto.ts
│   ├── workflow.dto.ts
│   └── model.dto.ts
├── processors/
│   ├── image-generation.processor.ts
│   ├── text-generation.processor.ts
│   └── training.processor.ts
├── gateways/
│   └── generation.gateway.ts
├── interfaces/
│   ├── comfyui.interface.ts
│   └── workflow-params.interface.ts
└── __tests__/
    └── generation.service.spec.ts
```

---

## Implementacion de ComfyUI Client

```typescript
// services/comfyui.service.ts
import { Injectable, Logger } from '@nestjs/common';
import { ConfigService } from '@nestjs/config';
import axios, { AxiosInstance } from 'axios';
import WebSocket from 'ws';

interface ComfyUIPrompt {
  prompt: Record<string, any>;
  client_id: string;
}

interface ComfyUIResult {
  prompt_id: string;
  outputs: Record<string, { images: Array<{ filename: string }> }>;
}

@Injectable()
export class ComfyUIService {
  private readonly logger = new Logger(ComfyUIService.name);
  private readonly client: AxiosInstance;
  private readonly wsUrl: string;

  constructor(private configService: ConfigService) {
    const baseUrl = this.configService.get('COMFYUI_URL');
    this.client = axios.create({ baseURL: baseUrl });
    this.wsUrl = baseUrl.replace('http', 'ws') + '/ws';
  }

  async queuePrompt(workflow: Record<string, any>): Promise<string> {
    const clientId = this.generateClientId();

    const { data } = await this.client.post('/prompt', {
      prompt: workflow,
      client_id: clientId,
    });

    return data.prompt_id;
  }

  async getHistory(promptId: string): Promise<ComfyUIResult | null> {
    const { data } = await this.client.get(`/history/${promptId}`);
    return data[promptId] || null;
  }

  async downloadImage(filename: string): Promise<Buffer> {
    const { data } = await this.client.get(`/view`, {
      params: { filename },
      responseType: 'arraybuffer',
    });
    return Buffer.from(data);
  }

  listenToProgress(
    promptId: string,
    onProgress: (progress: number) => void,
    onComplete: () => void,
    onError: (error: string) => void,
  ): () => void {
    const ws = new WebSocket(this.wsUrl);

    ws.on('message', (data) => {
      const message = JSON.parse(data.toString());

      if (message.type === 'progress' && message.data.prompt_id === promptId) {
        const progress = Math.round(
          (message.data.value / message.data.max) * 100,
        );
        onProgress(progress);
      }

      if (message.type === 'executed' && message.data.prompt_id === promptId) {
        onComplete();
        ws.close();
      }
    });

    ws.on('error', (error) => {
      onError(error.message);
      ws.close();
    });

    return () => ws.close();
  }

  private generateClientId(): string {
    return `pmc-${Date.now()}-${Math.random().toString(36).substr(2, 9)}`;
  }
}
```

---

## Bull Processor para Imagenes

```typescript
// processors/image-generation.processor.ts
import { Processor, Process, OnQueueFailed } from '@nestjs/bull';
import { Job } from 'bull';
import { Logger } from '@nestjs/common';
import { ComfyUIService } from '../services/comfyui.service';
import { GenerationService } from '../services/generation.service';
import { AssetService } from '../../assets/services/asset.service';
import { GenerationGateway } from '../gateways/generation.gateway';

interface ImageJobData {
  jobId: string;
  tenantId: string;
  workflowId: string;
  params: Record<string, any>;
}

@Processor('generation:image')
export class ImageGenerationProcessor {
  private readonly logger = new Logger(ImageGenerationProcessor.name);

  constructor(
    private readonly comfyUIService: ComfyUIService,
    private readonly generationService: GenerationService,
    private readonly assetService: AssetService,
    private readonly gateway: GenerationGateway,
  ) {}

  @Process({ concurrency: 2 })
  async handleImageGeneration(job: Job<ImageJobData>): Promise<void> {
    const { jobId, tenantId, workflowId, params } = job.data;

    try {
      // 1. Actualizar estado a processing
      await this.generationService.updateStatus(jobId, 'processing');
      this.gateway.emitToJob(jobId, 'generation:started', { jobId });

      // 2. Cargar y construir workflow
      const workflow = await this.buildWorkflow(workflowId, params);

      // 3. Enviar a ComfyUI
      const promptId = await this.comfyUIService.queuePrompt(workflow);

      // 4. Escuchar progreso
      await new Promise<void>((resolve, reject) => {
        this.comfyUIService.listenToProgress(
          promptId,
          (progress) => {
            this.generationService.updateProgress(jobId, progress);
            this.gateway.emitToJob(jobId, 'generation:progress', {
              jobId,
              progress,
            });
          },
          resolve,
          reject,
        );
      });

      // 5. Obtener resultados
      const result = await this.comfyUIService.getHistory(promptId);
      const outputAssets: string[] = [];

      // 6. Descargar y crear assets
      for (const nodeOutput of Object.values(result.outputs)) {
        for (const image of nodeOutput.images) {
          const buffer = await this.comfyUIService.downloadImage(image.filename);

          const asset = await this.assetService.createFromBuffer(tenantId, {
            buffer,
            filename: image.filename,
            mimeType: 'image/png',
            source: 'generation',
            sourceId: jobId,
          });

          outputAssets.push(asset.id);
        }
      }

      // 7. Completar job
      await this.generationService.complete(jobId, outputAssets);
      this.gateway.emitToJob(jobId, 'generation:completed', {
        jobId,
        assets: outputAssets,
      });

    } catch (error) {
      this.logger.error(`Job ${jobId} failed: ${error.message}`);
      await this.generationService.fail(jobId, error.message);
      this.gateway.emitToJob(jobId, 'generation:failed', {
        jobId,
        error: error.message,
      });
      throw error;
    }
  }

  @OnQueueFailed()
  async handleFailure(job: Job<ImageJobData>, error: Error): Promise<void> {
    this.logger.error(`Job ${job.data.jobId} failed permanently: ${error.message}`);
  }

  private async buildWorkflow(
    workflowId: string,
    params: Record<string, any>,
  ): Promise<Record<string, any>> {
    // Cargar template base
    const template = await this.generationService.getWorkflowTemplate(workflowId);

    // Inyectar parametros
    const workflow = JSON.parse(JSON.stringify(template.comfyui_workflow));

    // Mapear parametros a nodos del workflow
    this.injectParams(workflow, params);

    return workflow;
  }

  private injectParams(workflow: Record<string, any>, params: Record<string, any>): void {
    // Ejemplo: inyectar prompt en nodo CLIP
    if (params.positive_prompt && workflow['6']) {
      workflow['6'].inputs.text = params.positive_prompt;
    }

    if (params.negative_prompt && workflow['7']) {
      workflow['7'].inputs.text = params.negative_prompt;
    }

    if (params.seed && workflow['3']) {
      workflow['3'].inputs.seed = params.seed;
    }

    // ... mas inyecciones segun estructura del workflow
  }
}
```

---

## WebSocket Gateway

```typescript
// gateways/generation.gateway.ts
import {
  WebSocketGateway,
  WebSocketServer,
  SubscribeMessage,
  OnGatewayConnection,
  OnGatewayDisconnect,
} from '@nestjs/websockets';
import { Server, Socket } from 'socket.io';
import { Logger, UseGuards } from '@nestjs/common';
import { WsJwtAuthGuard } from '../../auth/guards/ws-jwt-auth.guard';

@WebSocketGateway({
  namespace: '/generation',
  cors: { origin: '*' },
})
export class GenerationGateway implements OnGatewayConnection, OnGatewayDisconnect {
  @WebSocketServer()
  server: Server;

  private readonly logger = new Logger(GenerationGateway.name);

  handleConnection(client: Socket): void {
    this.logger.log(`Client connected: ${client.id}`);
  }

  handleDisconnect(client: Socket): void {
    this.logger.log(`Client disconnected: ${client.id}`);
  }

  @UseGuards(WsJwtAuthGuard)
  @SubscribeMessage('subscribe:job')
  handleSubscribeJob(client: Socket, jobId: string): void {
    client.join(`job:${jobId}`);
    this.logger.log(`Client ${client.id} subscribed to job:${jobId}`);
  }

  @SubscribeMessage('unsubscribe:job')
  handleUnsubscribeJob(client: Socket, jobId: string): void {
    client.leave(`job:${jobId}`);
  }

  emitToJob(jobId: string, event: string, data: any): void {
    this.server.to(`job:${jobId}`).emit(event, data);
  }
}
```

---

## Rate Limiting por Tenant

```typescript
// Usar @CATALOG_RATELIMIT
import { ThrottlerGuard, ThrottlerModule } from '@nestjs/throttler';
import { ThrottlerStorageRedisService } from 'nestjs-throttler-storage-redis';

@Module({
  imports: [
    ThrottlerModule.forRootAsync({
      inject: [ConfigService],
      useFactory: (config: ConfigService) => ({
        ttl: 3600, // 1 hora
        limit: 50, // 50 generaciones por hora (ajustar por plan)
        storage: new ThrottlerStorageRedisService(config.get('REDIS_URL')),
      }),
    }),
  ],
})
export class GenerationModule {}

// En controller
@UseGuards(ThrottlerGuard)
@Post('jobs')
async createJob(@CurrentTenant() tenantId: string, @Body() dto: CreateJobDto) {
  // Verificacion adicional de quota del plan
  await this.generationService.checkTenantQuota(tenantId);
  return this.generationService.createJob(tenantId, dto);
}
```

---

## Workflows de ComfyUI

### Estructura de Workflow Template

```typescript
interface WorkflowTemplate {
  id: string;
  name: string;
  type: 'product_photo' | 'social_post' | 'banner' | 'avatar' | 'variation';
  description: string;
  input_schema: {
    required: string[];
    properties: Record<string, {
      type: string;
      description: string;
      default?: any;
    }>;
  };
  comfyui_workflow: Record<string, any>; // JSON del workflow
  output_config: {
    format: 'png' | 'jpg' | 'webp';
    dimensions: string[];
    quantity_default: number;
  };
  estimated_time_seconds: number;
}
```

### Ejemplo: Product Photo Workflow

```json
{
  "name": "product_photo_synthetic",
  "input_schema": {
    "required": ["product_description"],
    "properties": {
      "product_description": {
        "type": "string",
        "description": "Descripcion del producto"
      },
      "background": {
        "type": "string",
        "enum": ["white", "lifestyle", "custom"],
        "default": "white"
      },
      "style": {
        "type": "string",
        "enum": ["minimalist", "premium", "casual"],
        "default": "minimalist"
      },
      "lora_id": {
        "type": "string",
        "description": "UUID del LoRA de marca"
      },
      "seed": {
        "type": "integer",
        "description": "Seed para reproducibilidad"
      }
    }
  },
  "comfyui_workflow": {
    "3": {
      "class_type": "KSampler",
      "inputs": {
        "seed": 0,
        "steps": 30,
        "cfg": 7.5,
        "sampler_name": "euler",
        "scheduler": "normal",
        "denoise": 1.0,
        "model": ["4", 0],
        "positive": ["6", 0],
        "negative": ["7", 0],
        "latent_image": ["5", 0]
      }
    },
    "4": {
      "class_type": "CheckpointLoaderSimple",
      "inputs": {
        "ckpt_name": "sd_xl_base_1.0.safetensors"
      }
    },
    "5": {
      "class_type": "EmptyLatentImage",
      "inputs": {
        "width": 1024,
        "height": 1024,
        "batch_size": 1
      }
    },
    "6": {
      "class_type": "CLIPTextEncode",
      "inputs": {
        "text": "",
        "clip": ["4", 1]
      }
    },
    "7": {
      "class_type": "CLIPTextEncode",
      "inputs": {
        "text": "blurry, low quality, watermark, signature",
        "clip": ["4", 1]
      }
    },
    "8": {
      "class_type": "VAEDecode",
      "inputs": {
        "samples": ["3", 0],
        "vae": ["4", 2]
      }
    },
    "9": {
      "class_type": "SaveImage",
      "inputs": {
        "filename_prefix": "PMC",
        "images": ["8", 0]
      }
    }
  }
}
```

---

## Validaciones Obligatorias

### Checklist de Implementacion:

- [ ] ComfyUI client funciona
- [ ] Bull processor procesa jobs
- [ ] WebSocket emite progreso
- [ ] Rate limiting por tenant
- [ ] Quota check antes de crear job
- [ ] Assets se crean correctamente
- [ ] Error handling completo
- [ ] Logs estructurados
- [ ] Tests unitarios

### Comandos de Validacion:

```bash
npm run build        # Sin errores
npm run lint         # Sin errores
npm run test         # Tests pasan
npm run start:dev    # Inicia sin errores
```

---

## Template de Entrega

```markdown
## [GEN-{NNN}] {Descripcion}

### Archivos Creados/Modificados
- src/modules/generation/services/comfyui.service.ts
- src/modules/generation/processors/image-generation.processor.ts
- src/modules/generation/gateways/generation.gateway.ts

### Validaciones
- [x] npm run build: PASA
- [x] ComfyUI conecta: SI
- [x] Job de prueba completa: SI
- [x] WebSocket emite eventos: SI

### Prueba de Integracion
- ComfyUI URL: {url}
- Workflow probado: product_photo_synthetic
- Tiempo de generacion: ~30s

### Inventario Actualizado
- orchestration/inventarios/BACKEND_INVENTORY.yml
```

---

## Referencias

| Documento | Path |
|-----------|------|
| Definicion modulo | docs/02-definicion-modulos/PMC-004-GENERATION.md |
| Requerimientos | docs/03-requerimientos/RF-PMC-004-GENERATION.md |
| User Stories | docs/05-user-stories/EPIC-004-GENERATION.md |
| ADR Motor | docs/97-adr/ADR-003-motor-generacion.md |
| ADR Cola | docs/97-adr/ADR-004-cola-tareas.md |
| ComfyUI Docs | https://github.com/comfyanonymous/ComfyUI |
| Catalogo RateLimit | core/catalog/rate-limiting/ |
| Catalogo WebSocket | core/catalog/websocket/ |

---

**Generado por:** Requirements-Analyst
**Fecha:** 2025-12-08
