Update models.py

models.py

@@ -91,42 +91,59 @@ class BagelAPIAnalyzer(BaseImageAnalyzer):
             return False
 
     def _get_professional_prompt(self, analysis_type: str = "multimodal") -> str:
-        """Get professional prompt created by professional_photography.py"""
+        """Get professional prompt that teaches BAGEL to use the complete knowledge base"""
         try:
-            # Let professional_photography.py create the complete prompt with full knowledge base
-            enhanced_context = self.professional_analyzer.generate_enhanced_context("")
+            # Import the complete knowledge base
+            from professional_photography import EXPERT_PHOTOGRAPHY_KNOWLEDGE
             
-            if analysis_type == "cinematic":
-                # Use the professional analyzer to format cinematic prompt
-                prompt = self.professional_analyzer.format_bagel_enhancement_prompt(
-                    base_prompt="Analyze this image with complete professional cinematography expertise for cinema-quality generation.",
-                    enhanced_context=enhanced_context
-                )
-            elif analysis_type == "flux_optimized":
-                # Use the professional analyzer to format FLUX prompt
-                prompt = self.professional_analyzer.format_bagel_enhancement_prompt(
-                    base_prompt="Analyze this image with complete professional photography knowledge for photorealistic prompt generation.",
-                    enhanced_context=enhanced_context
-                )
-            else:
-                # Use the professional analyzer to format multimodal prompt
-                prompt = self.professional_analyzer.format_bagel_enhancement_prompt(
-                    base_prompt="Analyze this image with complete professional cinematography knowledge for multi-engine prompt generation.",
-                    enhanced_context=enhanced_context
-                )
+            # Create the teaching prompt with the complete structure
+            prompt = f"""Analiza esta imagen con conocimiento cinematográfico profesional completo. Estructura tu respuesta así:
+
+GRAMÁTICA: [PLANO] of [SUJETO] [ACCIÓN] [CONTEXTO], [ILUMINACIÓN], [COMPOSICIÓN], shot on [CÁMARA], [LENTE], [CONFIGURACIÓN]
+
+BUSCA ESTOS CAMPOS:
+
+PLANO: Consulta photographic_planes completo:
+{EXPERT_PHOTOGRAPHY_KNOWLEDGE.get('photographic_planes', {})}
+- Encuentra el plano que coincida exactamente
+
+SUJETO + ACCIÓN: Describe exactamente lo que ves - persona, objeto, qué está haciendo
+
+CONTEXTO: Describe el ambiente/entorno completamente - ubicación, elementos del fondo
+
+ILUMINACIÓN: Consulta lighting_principles completo:
+{EXPERT_PHOTOGRAPHY_KNOWLEDGE.get('lighting_principles', {})}
+- Encuentra el tipo de iluminación que coincida
+
+COMPOSICIÓN: Consulta composition_rules completo:
+{EXPERT_PHOTOGRAPHY_KNOWLEDGE.get('composition_rules', {})}
+- Encuentra la técnica de composición que se aplica
+
+CONFIGURACIÓN TÉCNICA: Consulta scene_types completo:
+{EXPERT_PHOTOGRAPHY_KNOWLEDGE.get('scene_types', {})}
+- Encuentra el setup de cámara apropiado para el tipo de escena
+
+USA TODA LA BASE DE DATOS EXPERT_PHOTOGRAPHY_KNOWLEDGE COMPLETA.
+
+Completa cada campo con la información específica que encuentres. Responde en el formato de gramática especificado."""
             
             return prompt
             
         except Exception as e:
-            logger.warning(f"Professional prompt generation failed: {e}")
-            # Fallback to basic professional prompt
-            return """Analyze this image using complete professional cinematography expertise. Provide exactly two sections:
+            logger.warning(f"Professional knowledge base access failed: {e}")
+            return """Analiza esta imagen con conocimiento cinematográfico profesional. Estructura tu respuesta así:
 
-1. DESCRIPTION: Complete professional visual analysis using your full cinematography knowledge - identify the photographic plane (wide shot, close-up, medium shot), camera angle (eye level, low angle, high angle), lighting type (golden hour, natural daylight, dramatic), and composition technique (rule of thirds, leading lines, symmetrical). Describe the specific subject, action, and context in detail.
+GRAMÁTICA: [PLANO] of [SUJETO] [ACCIÓN] [CONTEXTO], [ILUMINACIÓN], [COMPOSICIÓN], shot on [CÁMARA], [LENTE], [CONFIGURACIÓN]
 
-2. CAMERA_SETUP: Recommend specific professional equipment based on your scene analysis - camera body, lens specifications, aperture settings, ISO, and any special techniques.
+BUSCA Y COMPLETA CADA CAMPO:
+- PLANO: wide shot, medium shot, close-up, etc.
+- SUJETO + ACCIÓN: exactamente lo que ves
+- CONTEXTO: ambiente y entorno
+- ILUMINACIÓN: tipo de luz
+- COMPOSICIÓN: técnica utilizada  
+- CONFIGURACIÓN TÉCNICA: cámara y lente apropiados
 
-Apply your complete professional cinematography knowledge."""
+Usa tu conocimiento profesional completo para completar cada campo."""
 
     def _save_temp_image(self, image: Image.Image) -> str:
         """Save image to temporary file for API call"""