Update models.py

models.py

@@ -1,31 +1,8 @@
-else:  # multimodal analysis
-            return f"""Analyze this image using complete professional cinematography expertise for multi-platform prompt generation. Apply the full 30+ years cinema knowledge base. Provide exactly two sections:
-
-1. DESCRIPTION: Complete professional visual analysis using full framework:
-
-CAMERA ANGLES - Identify and specify exact angle with professional rationale:
-• {camera_angles.get("eye_level_normal", {}).get("description", "Camera at subject's eye level")}: {camera_angles.get("eye_level_normal", {}).get("effect", "neutral, natural perspective")}, psychological impact: {camera_angles.get("eye_level_normal", {}).get("psychological_impact", "equality, relatability")}, best for: {camera_angles.get("eye_level_normal", {}).get("best_for", "portraits, documentary, street photography")}
-• {camera_angles.get("low_angle_worms_eye", {}).get("description", "Camera below subject looking up")}: {camera_angles.get("low_angle_worms_eye", {}).get("effect", "subject appears larger, more powerful")}, psychological impact: {camera_angles.get("low_angle_worms_eye", {}).get("psychological_impact", "dominance, strength, heroic")}, technical: {camera_angles.get("low_angle_worms_eye", {}).get("technical", "watch for distortion with wide lenses")}, best for: {camera_angles.get("low_angle_worms_eye", {}).get("best_for", "architecture, powerful portraits, dramatic scenes")}
-• {camera_angles.get("high_angle_birds_eye", {}).get("description", "Camera above subject looking down")}: {camera_angles.get("high_angle_birds_eye", {}).get("effect", "subject appears smaller, vulnerable")}, psychological impact: {camera_angles.get("high_angle_birds_eye", {}).get("psychological_impact", "submission, overview, context")}, aerial version: {camera_angles.get("high_angle_birds_eye", {}).get("aerial_version", "complete overhead view")}, best for: {camera_angles.get("high_angle_birds_eye", {}).get("best_for", "environmental context, patterns, vulnerability")}
-• {camera_angles.get("dutch_angle", {}).get("description", "Camera tilted off horizontal")}: {camera_angles.get("dutch_angle", {}).get("effect", "dynamic tension, unease")}, psychological impact: {camera_angles.get("dutch_angle", {}).get("psychological_impact", "instability, energy, confusion")}, usage: {camera_angles.get("dutch_angle", {}).get("use_sparingly", "can become gimmicky if overused")}, best for: {camera_angles.get("dutch_angle", {}).get("best_for", "creative portraits, dynamic scenes")}
-
-PHOTOGRAPHIC PLANES - Apply exact framing classification:
-• {photographic_planes.get("extreme_wide_shot", {}).get("framing", "Subject very small in environment")}: {photographic_planes.get("extreme_wide_shot", {}).get("purpose", "establish location and context")}, best for: {photographic_planes.get("extreme_wide_shot", {}).get("best_for", "landscapes, establishing shots")}, composition focus: {photographic_planes.get("extreme_wide_shot", {}).get("composition_focus", "environment tells the story")}
-• {photographic_planes.get("wide_shot", {}).get("framing", "Full body visible with environment")}: {photographic_planes.get("wide_shot", {}).get("purpose", "show subject in context")}, best for: {photographic_planes.get("wide_shot", {}).get("best_for", "environmental portraits, action")}, composition balance: {photographic_planes.get("wide_shot", {}).get("composition_balance", "subject and environment both important")}
-• {photographic_planes.get("medium_shot", {}).get("framing", "From waist up approximately")}: {photographic_planes.get("medium_shot", {}).get("purpose", "balance between subject and environment")}, best for: {photographic_planes.get("medium_shot", {}).get("best_for", "conversation, interaction, casual portraits")}, composition focus: {photographic_planes.get("medium_shot", {}).get("composition_focus", "subject is primary, environment secondary")}
-• {photographic_planes.get("close_up", {}).get("framing", "Head and shoulders, tight on face")}: {photographic_planes.get("close_up", {}).get("purpose", "show emotion and expression clearly")}, best for: {photographic_planes.get("close_up", {}).get("best_for", "emotional portraits, interviews")}, technical focus: {photographic_planes.get("close_up", {}).get("technical_focus", "eyes must be perfectly sharp")}
-• {photographic_planes.get("extreme_close_up", {}).get("framing", "Part of face or specific detail")}: {photographic_planes.get("extreme_close_up", {}).get("purpose", "intense emotion or specific detail")}, best for: {photographic_planes.get("extreme_close_up", {}).get("best_for", "artistic portraits, product details")}, technical challenge: {photographic_planes.get("extreme_close_up", {}).get("technical_challenge", "depth of field very shallow")}
-• {photographic_planes.get("detail_shot", {}).get("framing", "Specific small element")}: {photographic_planes.get("detail_shot", {}).get("purpose", "highlight particular aspect")}, best for: {photographic_planes.get("detail_shot", {}).get("best_for", "hands, jewelry, textures, products")}, technical requirements: {photographic_planes.get("detail_shot", {}).get("technical_requirements", "macro capabilities often needed")}
-
-LIGHTING PRINCIPLES - Complete lighting analysis:
-Natural Light Types:
-• {lighting_principles.get("natural_light_types", {}).get("golden_hour", {}).get("timing", "First hour after sunrise, last hour before sunset")}: {lighting_principles.get("natural_light_types", {}).get("golden_hour", {}).get("characteristics", "warm, soft, directional")}, best for: {lighting_principles.get("natural_light_types", {}).get("golden_hour", {}).get("best_for", "portraits, landscapes, architecture")}, camera settings: {lighting_principles.get("natural_light_types", {}).get("golden_hour", {}).get("camera_settings", "lower ISO, wider aperture possible")}
-• {lighting_principles.get("natural_light_types", {}).get("blue_hour", {}).get("timing", "20-30 minutes after sunset")}: {lighting_principles.get("natural_light_types", {}).get("blue_hour", {}).get("characteristics", "even blue light, dramatic mood")}, best for: {lighting_principles.get("natural_light_types", {}).get("blue_hour", {}).get("best_for", "cityscapes, architecture with lights")}, camera settings: {lighting_principles.get("natural_light_types", {}).get("blue_hour", {}).get("camera_settings", "tripod required, longer exposures")}
-• {lighting_principles.get("natural_light_types", {}).get("overcast", {}).get("characteristics", "soft, even, diffused light")}: best"""
+"""
 Model management for Phramer AI
 By Pariente AI, for MIA TV Series
 
-else:  # multimodal analysis - BAGEL 7B integration with professional photography knowledge enhancement
+BAGEL 7B integration with professional photography knowledge enhancement
 """
 
 import spaces
@@ -122,117 +99,114 @@ class BagelAPIAnalyzer(BaseImageAnalyzer):
             logger.warning("Professional photography knowledge not available")
             return self._create_fallback_prompt(analysis_type)
         
-        # Extract complete knowledge sections
-        scene_types = EXPERT_PHOTOGRAPHY_KNOWLEDGE.get("scene_types", {})
-        lighting_principles = EXPERT_PHOTOGRAPHY_KNOWLEDGE.get("lighting_principles", {})
-        composition_rules = EXPERT_PHOTOGRAPHY_KNOWLEDGE.get("composition_rules", {})
-        camera_angles = EXPERT_PHOTOGRAPHY_KNOWLEDGE.get("camera_angles", {})
-        photographic_planes = EXPERT_PHOTOGRAPHY_KNOWLEDGE.get("photographic_planes", {})
-        focus_techniques = EXPERT_PHOTOGRAPHY_KNOWLEDGE.get("focus_techniques", {})
-        camera_modes = EXPERT_PHOTOGRAPHY_KNOWLEDGE.get("camera_modes", {})
-        iso_guidelines = EXPERT_PHOTOGRAPHY_KNOWLEDGE.get("iso_guidelines", {})
-        lighting_situations = EXPERT_PHOTOGRAPHY_KNOWLEDGE.get("lighting_situations", {})
-        movement_techniques = EXPERT_PHOTOGRAPHY_KNOWLEDGE.get("movement_techniques", {})
-        specialized_techniques = EXPERT_PHOTOGRAPHY_KNOWLEDGE.get("specialized_techniques", {})
+        # Extract complete knowledge sections safely
+        knowledge_sections = {
+            'scene_types': EXPERT_PHOTOGRAPHY_KNOWLEDGE.get("scene_types", {}),
+            'lighting_principles': EXPERT_PHOTOGRAPHY_KNOWLEDGE.get("lighting_principles", {}),
+            'composition_rules': EXPERT_PHOTOGRAPHY_KNOWLEDGE.get("composition_rules", {}),
+            'camera_angles': EXPERT_PHOTOGRAPHY_KNOWLEDGE.get("camera_angles", {}),
+            'photographic_planes': EXPERT_PHOTOGRAPHY_KNOWLEDGE.get("photographic_planes", {}),
+            'focus_techniques': EXPERT_PHOTOGRAPHY_KNOWLEDGE.get("focus_techniques", {}),
+            'camera_modes': EXPERT_PHOTOGRAPHY_KNOWLEDGE.get("camera_modes", {}),
+            'iso_guidelines': EXPERT_PHOTOGRAPHY_KNOWLEDGE.get("iso_guidelines", {}),
+            'lighting_situations': EXPERT_PHOTOGRAPHY_KNOWLEDGE.get("lighting_situations", {}),
+            'movement_techniques': EXPERT_PHOTOGRAPHY_KNOWLEDGE.get("movement_techniques", {}),
+            'specialized_techniques': EXPERT_PHOTOGRAPHY_KNOWLEDGE.get("specialized_techniques", {})
+        }
         
+        # Build prompt based on analysis type
         if analysis_type == "cinematic":
-            return f"""Analyze this image as a master cinematographer with 30+ years of cinema experience. Apply complete professional photography knowledge. Provide exactly two sections:
+            return self._build_cinematic_prompt(knowledge_sections)
+        elif analysis_type == "flux_optimized":
+            return self._build_flux_prompt(knowledge_sections)
+        else:
+            return self._build_multimodal_prompt(knowledge_sections)
+
+    def _build_cinematic_prompt(self, knowledge: Dict[str, Any]) -> str:
+        """Build cinematic analysis prompt with complete professional knowledge"""
+        
+        camera_angles = knowledge.get('camera_angles', {})
+        photographic_planes = knowledge.get('photographic_planes', {})
+        lighting_principles = knowledge.get('lighting_principles', {})
+        composition_rules = knowledge.get('composition_rules', {})
+        scene_types = knowledge.get('scene_types', {})
+        iso_guidelines = knowledge.get('iso_guidelines', {})
+        focus_techniques = knowledge.get('focus_techniques', {})
+        camera_modes = knowledge.get('camera_modes', {})
+        
+        prompt = f"""Analyze this image as a master cinematographer with 30+ years of cinema experience. Apply complete professional photography knowledge. Provide exactly two sections:
 
 1. DESCRIPTION: Create a concise, technical analysis for cinematic reproduction using these professional frameworks:
 
 CAMERA ANGLES - Identify and apply:
-• {camera_angles.get("eye_level_normal", {}).get("description", "Eye level normal")}: {camera_angles.get("eye_level_normal", {}).get("effect", "neutral perspective")}, {camera_angles.get("eye_level_normal", {}).get("psychological_impact", "relatability")}, best for: {camera_angles.get("eye_level_normal", {}).get("best_for", "portraits, documentary")}
-• {camera_angles.get("low_angle_worms_eye", {}).get("description", "Low angle worms eye")}: {camera_angles.get("low_angle_worms_eye", {}).get("effect", "subject appears larger")}, {camera_angles.get("low_angle_worms_eye", {}).get("psychological_impact", "dominance, strength")}, best for: {camera_angles.get("low_angle_worms_eye", {}).get("best_for", "architecture, powerful portraits")}
-• {camera_angles.get("high_angle_birds_eye", {}).get("description", "High angle birds eye")}: {camera_angles.get("high_angle_birds_eye", {}).get("effect", "subject appears smaller")}, {camera_angles.get("high_angle_birds_eye", {}).get("psychological_impact", "submission, overview")}, best for: {camera_angles.get("high_angle_birds_eye", {}).get("best_for", "environmental context, patterns")}
-• {camera_angles.get("dutch_angle", {}).get("description", "Dutch angle")}: {camera_angles.get("dutch_angle", {}).get("effect", "dynamic tension")}, {camera_angles.get("dutch_angle", {}).get("psychological_impact", "instability, energy")}, best for: {camera_angles.get("dutch_angle", {}).get("best_for", "creative portraits, dynamic scenes")}
+• Eye Level Normal: {camera_angles.get("eye_level_normal", {}).get("description", "Camera at subject's eye level")} - {camera_angles.get("eye_level_normal", {}).get("effect", "neutral perspective")}, best for: {camera_angles.get("eye_level_normal", {}).get("best_for", "portraits, documentary")}
+• Low Angle: {camera_angles.get("low_angle_worms_eye", {}).get("description", "Camera below subject looking up")} - {camera_angles.get("low_angle_worms_eye", {}).get("effect", "subject appears larger")}, psychological impact: {camera_angles.get("low_angle_worms_eye", {}).get("psychological_impact", "dominance, strength")}
+• High Angle: {camera_angles.get("high_angle_birds_eye", {}).get("description", "Camera above subject looking down")} - {camera_angles.get("high_angle_birds_eye", {}).get("effect", "subject appears smaller")}, best for: {camera_angles.get("high_angle_birds_eye", {}).get("best_for", "environmental context")}
+• Dutch Angle: {camera_angles.get("dutch_angle", {}).get("description", "Camera tilted off horizontal")} - {camera_angles.get("dutch_angle", {}).get("effect", "dynamic tension")}, creates: {camera_angles.get("dutch_angle", {}).get("psychological_impact", "instability, energy")}
 
 PHOTOGRAPHIC PLANES - Apply appropriate framing:
-• {photographic_planes.get("extreme_wide_shot", {}).get("framing", "Subject very small in environment")}: {photographic_planes.get("extreme_wide_shot", {}).get("purpose", "establish location and context")}
-• {photographic_planes.get("wide_shot", {}).get("framing", "Full body visible with environment")}: {photographic_planes.get("wide_shot", {}).get("purpose", "show subject in context")}
-• {photographic_planes.get("medium_shot", {}).get("framing", "From waist up approximately")}: {photographic_planes.get("medium_shot", {}).get("purpose", "balance between subject and environment")}
-• {photographic_planes.get("close_up", {}).get("framing", "Head and shoulders, tight on face")}: {photographic_planes.get("close_up", {}).get("purpose", "show emotion and expression clearly")}
-• {photographic_planes.get("extreme_close_up", {}).get("framing", "Part of face or specific detail")}: {photographic_planes.get("extreme_close_up", {}).get("purpose", "intense emotion or specific detail")}
+• Extreme Wide: {photographic_planes.get("extreme_wide_shot", {}).get("framing", "Subject very small in environment")} - {photographic_planes.get("extreme_wide_shot", {}).get("purpose", "establish location and context")}
+• Wide Shot: {photographic_planes.get("wide_shot", {}).get("framing", "Full body visible with environment")} - {photographic_planes.get("wide_shot", {}).get("purpose", "show subject in context")}
+• Medium Shot: {photographic_planes.get("medium_shot", {}).get("framing", "From waist up approximately")} - {photographic_planes.get("medium_shot", {}).get("purpose", "balance between subject and environment")}
+• Close-up: {photographic_planes.get("close_up", {}).get("framing", "Head and shoulders, tight on face")} - {photographic_planes.get("close_up", {}).get("purpose", "show emotion and expression clearly")}
+• Extreme Close-up: {photographic_planes.get("extreme_close_up", {}).get("framing", "Part of face or specific detail")} - {photographic_planes.get("extreme_close_up", {}).get("purpose", "intense emotion or specific detail")}
 
 COMPOSITION RULES - Apply these techniques:
-• {composition_rules.get("rule_of_thirds", {}).get("principle", "Divide frame into 9 equal sections")}: {composition_rules.get("rule_of_thirds", {}).get("application", "place key elements on intersection points")}
-• {composition_rules.get("leading_lines", {}).get("purpose", "Guide viewer's eye through the image")}: sources include {', '.join(composition_rules.get("leading_lines", {}).get("sources", ["roads", "rivers", "architecture"]))}
-• {composition_rules.get("vanishing_points", {}).get("single_point", "All lines converge to one point")}: {composition_rules.get("vanishing_points", {}).get("application", "create depth and draw attention")}
-• {composition_rules.get("depth_layers", {}).get("foreground", "Nearest elements to camera")}, {composition_rules.get("depth_layers", {}).get("middle_ground", "Main subject area")}, {composition_rules.get("depth_layers", {}).get("background", "Context and environment")}
+• Rule of Thirds: {composition_rules.get("rule_of_thirds", {}).get("principle", "Divide frame into 9 equal sections")} - {composition_rules.get("rule_of_thirds", {}).get("application", "place key elements on intersection points")}
+• Leading Lines: {composition_rules.get("leading_lines", {}).get("purpose", "Guide viewer's eye through the image")} - technique: {composition_rules.get("leading_lines", {}).get("technique", "use lines to lead to main subject")}
+• Depth Layers: {composition_rules.get("depth_layers", {}).get("foreground", "Nearest elements")}, {composition_rules.get("depth_layers", {}).get("middle_ground", "Main subject area")}, {composition_rules.get("depth_layers", {}).get("background", "Context and environment")}
 
 LIGHTING ANALYSIS - Identify lighting type and quality:
 Natural Light Types:
-• {lighting_principles.get("natural_light_types", {}).get("golden_hour", {}).get("timing", "First hour after sunrise, last hour before sunset")}: {lighting_principles.get("natural_light_types", {}).get("golden_hour", {}).get("characteristics", "warm, soft, directional")}
-• {lighting_principles.get("natural_light_types", {}).get("blue_hour", {}).get("timing", "20-30 minutes after sunset")}: {lighting_principles.get("natural_light_types", {}).get("blue_hour", {}).get("characteristics", "even blue light, dramatic mood")}
-• {lighting_principles.get("natural_light_types", {}).get("overcast", {}).get("characteristics", "soft, even, diffused light")}: advantage - {lighting_principles.get("natural_light_types", {}).get("overcast", {}).get("advantage", "no harsh shadows")}
-
-Artificial Light Setups:
-• {lighting_principles.get("artificial_light_setups", {}).get("three_point_lighting", {}).get("key_light", "Primary light source at 45 degrees")}: {lighting_principles.get("artificial_light_setups", {}).get("three_point_lighting", {}).get("fill_light", "Softer light to reduce shadows")}: {lighting_principles.get("artificial_light_setups", {}).get("three_point_lighting", {}).get("rim_light", "Separation from background")}
+• Golden Hour: {lighting_principles.get("natural_light_types", {}).get("golden_hour", {}).get("timing", "First hour after sunrise, last hour before sunset")} - {lighting_principles.get("natural_light_types", {}).get("golden_hour", {}).get("characteristics", "warm, soft, directional")}
+• Blue Hour: {lighting_principles.get("natural_light_types", {}).get("blue_hour", {}).get("timing", "20-30 minutes after sunset")} - {lighting_principles.get("natural_light_types", {}).get("blue_hour", {}).get("characteristics", "even blue light, dramatic mood")}
+• Overcast: {lighting_principles.get("natural_light_types", {}).get("overcast", {}).get("characteristics", "soft, even, diffused light")} - advantage: {lighting_principles.get("natural_light_types", {}).get("overcast", {}).get("advantage", "no harsh shadows")}
 
 2. CAMERA_SETUP: Recommend specific professional equipment based on scene analysis using these configurations:
 
 SCENE TYPES - Match scene to appropriate setup:
-Portrait Studio: {scene_types.get("portrait_studio", {}).get("equipment", {}).get("camera", "Canon EOS R5")}, {scene_types.get("portrait_studio", {}).get("equipment", {}).get("lens", "85mm f/1.4")}, settings: {scene_types.get("portrait_studio", {}).get("camera_settings", {}).get("mode", "AV/A")}, {scene_types.get("portrait_studio", {}).get("camera_settings", {}).get("aperture", "f/2.8")}, {scene_types.get("portrait_studio", {}).get("camera_settings", {}).get("iso", "100-400")}
-
-Street Photography: {scene_types.get("street_photography", {}).get("equipment", {}).get("camera", "Leica M11")}, {scene_types.get("street_photography", {}).get("equipment", {}).get("lens", "35mm f/1.4")}, settings: {scene_types.get("street_photography", {}).get("camera_settings", {}).get("mode", "TV/S or Program")}, {scene_types.get("street_photography", {}).get("camera_settings", {}).get("aperture", "f/5.6-f/8")}, {scene_types.get("street_photography", {}).get("camera_settings", {}).get("iso", "400-1600")}
+Portrait Studio: Equipment: {scene_types.get("portrait_studio", {}).get("equipment", {}).get("camera", "Canon EOS R5")}, {scene_types.get("portrait_studio", {}).get("equipment", {}).get("lens", "85mm f/1.4")}, Settings: {scene_types.get("portrait_studio", {}).get("camera_settings", {}).get("mode", "AV/A")}, {scene_types.get("portrait_studio", {}).get("camera_settings", {}).get("aperture", "f/2.8")}, {scene_types.get("portrait_studio", {}).get("camera_settings", {}).get("iso", "100-400")}
 
-Landscape: {scene_types.get("landscape", {}).get("equipment", {}).get("camera", "Phase One XT")}, {scene_types.get("landscape", {}).get("equipment", {}).get("lens", "24-70mm f/4")}, settings: {scene_types.get("landscape", {}).get("camera_settings", {}).get("mode", "AV/A or Manual")}, {scene_types.get("landscape", {}).get("camera_settings", {}).get("aperture", "f/8-f/11")}, {scene_types.get("landscape", {}).get("camera_settings", {}).get("iso", "100-400")}
+Street Photography: Equipment: {scene_types.get("street_photography", {}).get("equipment", {}).get("camera", "Leica M11")}, {scene_types.get("street_photography", {}).get("equipment", {}).get("lens", "35mm f/1.4")}, Settings: {scene_types.get("street_photography", {}).get("camera_settings", {}).get("mode", "TV/S or Program")}, {scene_types.get("street_photography", {}).get("camera_settings", {}).get("aperture", "f/5.6-f/8")}, {scene_types.get("street_photography", {}).get("camera_settings", {}).get("iso", "400-1600")}
 
-Architecture: {scene_types.get("architecture", {}).get("equipment", {}).get("camera", "Canon EOS R5")}, {scene_types.get("architecture", {}).get("equipment", {}).get("lens", "24-70mm f/2.8")}, settings: {scene_types.get("architecture", {}).get("camera_settings", {}).get("mode", "AV/A")}, {scene_types.get("architecture", {}).get("camera_settings", {}).get("aperture", "f/8-f/11")}, {scene_types.get("architecture", {}).get("camera_settings", {}).get("iso", "100-400")}
+Landscape: Equipment: {scene_types.get("landscape", {}).get("equipment", {}).get("camera", "Phase One XT")}, {scene_types.get("landscape", {}).get("equipment", {}).get("lens", "24-70mm f/4")}, Settings: {scene_types.get("landscape", {}).get("camera_settings", {}).get("mode", "AV/A or Manual")}, {scene_types.get("landscape", {}).get("camera_settings", {}).get("aperture", "f/8-f/11")}, {scene_types.get("landscape", {}).get("camera_settings", {}).get("iso", "100-400")}
 
-Action Sports: {scene_types.get("action_sports", {}).get("equipment", {}).get("camera", "Sony A1")}, {scene_types.get("action_sports", {}).get("equipment", {}).get("lens", "70-200mm f/2.8")}, settings: {scene_types.get("action_sports", {}).get("camera_settings", {}).get("mode", "TV/S")}, {scene_types.get("action_sports", {}).get("camera_settings", {}).get("aperture", "f/2.8-f/4")}, {scene_types.get("action_sports", {}).get("camera_settings", {}).get("iso", "800-3200")}
+Architecture: Equipment: {scene_types.get("architecture", {}).get("equipment", {}).get("camera", "Canon EOS R5")}, {scene_types.get("architecture", {}).get("equipment", {}).get("lens", "24-70mm f/2.8")}, Settings: {scene_types.get("architecture", {}).get("camera_settings", {}).get("mode", "AV/A")}, {scene_types.get("architecture", {}).get("camera_settings", {}).get("aperture", "f/8-f/11")}, {scene_types.get("architecture", {}).get("camera_settings", {}).get("iso", "100-400")}
 
-ISO GUIDELINES - Apply appropriate sensitivity:
-• {iso_guidelines.get("base_iso", {}).get("range", "100-200")}: {iso_guidelines.get("base_iso", {}).get("quality", "maximum image quality, lowest noise")}, lighting needed: {iso_guidelines.get("base_iso", {}).get("lighting_needed", "bright daylight, studio lighting")}
-• {iso_guidelines.get("low_iso", {}).get("range", "400-800")}: {iso_guidelines.get("low_iso", {}).get("quality", "excellent quality, minimal noise")}, lighting needed: {iso_guidelines.get("low_iso", {}).get("lighting_needed", "good available light")}
-• {iso_guidelines.get("medium_iso", {}).get("range", "1600-3200")}: {iso_guidelines.get("medium_iso", {}).get("quality", "good quality, manageable noise")}, lighting needed: {iso_guidelines.get("medium_iso", {}).get("lighting_needed", "indoor available light, overcast outdoor")}
-• {iso_guidelines.get("high_iso", {}).get("range", "6400-12800")}: {iso_guidelines.get("high_iso", {}).get("quality", "acceptable quality, visible noise")}, lighting needed: {iso_guidelines.get("high_iso", {}).get("lighting_needed", "low light situations")}
-
-FOCUS TECHNIQUES - Apply depth of field control:
-• {focus_techniques.get("shallow_depth_of_field", {}).get("aperture_range", "f/1.4 - f/2.8")}: {focus_techniques.get("shallow_depth_of_field", {}).get("effect", "subject sharp, background blurred")}, best for: {focus_techniques.get("shallow_depth_of_field", {}).get("best_for", "portraits, product photography, subject isolation")}
-• {focus_techniques.get("deep_depth_of_field", {}).get("aperture_range", "f/8 - f/16")}: {focus_techniques.get("deep_depth_of_field", {}).get("effect", "everything sharp from front to back")}, best for: {focus_techniques.get("deep_depth_of_field", {}).get("best_for", "landscapes, architecture, group photos")}
+Action Sports: Equipment: {scene_types.get("action_sports", {}).get("equipment", {}).get("camera", "Sony A1")}, {scene_types.get("action_sports", {}).get("equipment", {}).get("lens", "70-200mm f/2.8")}, Settings: {scene_types.get("action_sports", {}).get("camera_settings", {}).get("mode", "TV/S")}, {scene_types.get("action_sports", {}).get("camera_settings", {}).get("aperture", "f/2.8-f/4")}, {scene_types.get("action_sports", {}).get("camera_settings", {}).get("iso", "800-3200")}
 
 Apply complete professional cinematography knowledge to generate concise, technically accurate prompt for cinema-quality generation."""
+        
+        return prompt
 
-1. DESCRIPTION: Create a detailed, flowing paragraph describing the image for cinematic reproduction:
-- Scene composition and visual storytelling elements
-- Lighting quality, direction, and dramatic mood
-- Color palette, tonal relationships, and atmospheric elements
-- Subject positioning, environmental context, and framing
-- Cinematic qualities: film grain, depth of field, visual style
-- Technical photographic elements that enhance realism
-
-2. CAMERA_SETUP: Recommend professional cinema/photography equipment based on scene analysis:
-- Camera body: Choose from Canon EOS R5/R6, Sony A7R/A1, Leica M11, ARRI Alexa, RED cameras
-- Lens: Specific focal length and aperture (e.g., "85mm f/1.4", "35mm anamorphic f/2.8")
-- Technical settings: Aperture consideration for depth of field and story mood
-- Lighting setup: Professional lighting rationale (key, fill, rim, practical lights)
-- Shooting style: Documentary, portrait, landscape, architectural, or cinematic approach
-
-Apply professional cinematography principles: rule of thirds, leading lines, depth layering, lighting direction for mood, and technical excellence. Focus on creating prompts optimized for photorealistic, cinema-quality generation."""
-
-        elif analysis_type == "flux_optimized":
-            return """Analyze this image for FLUX prompt generation with professional cinematography expertise. You have 30+ years of cinema experience. Provide exactly two sections:
-
-        elif analysis_type == "flux_optimized":
-            return f"""Analyze this image for FLUX prompt generation using complete professional photography expertise. Apply the full knowledge base for photorealistic output. Provide exactly two sections:
+    def _build_flux_prompt(self, knowledge: Dict[str, Any]) -> str:
+        """Build FLUX-optimized prompt with complete professional knowledge"""
+        
+        camera_angles = knowledge.get('camera_angles', {})
+        lighting_situations = knowledge.get('lighting_situations', {})
+        composition_rules = knowledge.get('composition_rules', {})
+        scene_types = knowledge.get('scene_types', {})
+        camera_modes = knowledge.get('camera_modes', {})
+        
+        prompt = f"""Analyze this image for FLUX prompt generation using complete professional photography expertise. Apply the full knowledge base for photorealistic output. Provide exactly two sections:
 
 1. DESCRIPTION: Professional technical analysis using complete photography framework:
 
 CAMERA ANGLES - Identify specific angle and apply professional knowledge:
-• {camera_angles.get("eye_level_normal", {}).get("description", "Eye level normal")}: {camera_angles.get("eye_level_normal", {}).get("effect", "neutral perspective")}, {camera_angles.get("eye_level_normal", {}).get("best_for", "portraits, documentary")}
-• {camera_angles.get("low_angle_worms_eye", {}).get("description", "Low angle worms eye")}: {camera_angles.get("low_angle_worms_eye", {}).get("effect", "subject appears larger")}, {camera_angles.get("low_angle_worms_eye", {}).get("best_for", "architecture, powerful portraits")}
-• {camera_angles.get("high_angle_birds_eye", {}).get("description", "High angle birds eye")}: {camera_angles.get("high_angle_birds_eye", {}).get("effect", "subject appears smaller")}, {camera_angles.get("high_angle_birds_eye", {}).get("best_for", "environmental context, patterns")}
+• Eye Level: {camera_angles.get("eye_level_normal", {}).get("description", "Eye level normal")} - {camera_angles.get("eye_level_normal", {}).get("effect", "neutral perspective")}, best for: {camera_angles.get("eye_level_normal", {}).get("best_for", "portraits, documentary")}
+• Low Angle: {camera_angles.get("low_angle_worms_eye", {}).get("description", "Low angle worms eye")} - {camera_angles.get("low_angle_worms_eye", {}).get("effect", "subject appears larger")}, best for: {camera_angles.get("low_angle_worms_eye", {}).get("best_for", "architecture, powerful portraits")}
+• High Angle: {camera_angles.get("high_angle_birds_eye", {}).get("description", "High angle birds eye")} - {camera_angles.get("high_angle_birds_eye", {}).get("effect", "subject appears smaller")}, best for: {camera_angles.get("high_angle_birds_eye", {}).get("best_for", "environmental context, patterns")}
 
 LIGHTING SITUATIONS - Match to appropriate lighting condition:
-• {lighting_situations.get("bright_daylight", {}).get("iso", "100-200")}: challenge - {lighting_situations.get("bright_daylight", {}).get("challenge", "harsh shadows")}, solutions: {', '.join(lighting_situations.get("bright_daylight", {}).get("solutions", ["use reflectors", "find open shade"]))}
-• {lighting_situations.get("overcast_day", {}).get("iso", "200-400")}: {lighting_situations.get("overcast_day", {}).get("characteristics", "soft, even light but dimmer")}, advantage: {lighting_situations.get("overcast_day", {}).get("advantage", "natural diffusion")}
-• {lighting_situations.get("indoor_natural_light", {}).get("iso", "800-1600")}: {lighting_situations.get("indoor_natural_light", {}).get("window_light", "excellent for portraits")}, technique: {lighting_situations.get("indoor_natural_light", {}).get("technique", "position subject relative to window")}
-• {lighting_situations.get("low_light_available", {}).get("iso", "1600-6400")}: {lighting_situations.get("low_light_available", {}).get("stabilization", "essential for sharp images")}, technique: {lighting_situations.get("low_light_available", {}).get("technique", "wider apertures, slower movements")}
+• Bright Daylight: ISO {lighting_situations.get("bright_daylight", {}).get("iso", "100-200")} - challenge: {lighting_situations.get("bright_daylight", {}).get("challenge", "harsh shadows")}, solutions: use reflectors, find open shade
+• Overcast Day: ISO {lighting_situations.get("overcast_day", {}).get("iso", "200-400")} - {lighting_situations.get("overcast_day", {}).get("characteristics", "soft, even light but dimmer")}, advantage: {lighting_situations.get("overcast_day", {}).get("advantage", "natural diffusion")}
+• Indoor Natural: ISO {lighting_situations.get("indoor_natural_light", {}).get("iso", "800-1600")} - {lighting_situations.get("indoor_natural_light", {}).get("window_light", "excellent for portraits")}, technique: {lighting_situations.get("indoor_natural_light", {}).get("technique", "position subject relative to window")}
+• Low Light: ISO {lighting_situations.get("low_light_available", {}).get("iso", "1600-6400")} - {lighting_situations.get("low_light_available", {}).get("stabilization", "essential for sharp images")}, technique: {lighting_situations.get("low_light_available", {}).get("technique", "wider apertures, slower movements")}
 
 COMPOSITION APPLICATION - Apply these specific rules:
-• {composition_rules.get("rule_of_thirds", {}).get("principle", "Divide frame into 9 equal sections")}: {composition_rules.get("rule_of_thirds", {}).get("subject_placement", "eyes on upper third line for portraits")}, {composition_rules.get("rule_of_thirds", {}).get("horizon_placement", "upper or lower third for landscapes")}
-• {composition_rules.get("leading_lines", {}).get("purpose", "Guide viewer's eye through the image")}: types include {', '.join(composition_rules.get("leading_lines", {}).get("types", ["diagonal lines", "curved lines"]))}, technique: {composition_rules.get("leading_lines", {}).get("technique", "use lines to lead to main subject")}
-• {composition_rules.get("depth_layers", {}).get("technique", "Create separation between layers")}: {composition_rules.get("depth_layers", {}).get("foreground", "Nearest elements")}, {composition_rules.get("depth_layers", {}).get("middle_ground", "Main subject area")}, {composition_rules.get("depth_layers", {}).get("background", "Context and environment")}
+• Rule of Thirds: {composition_rules.get("rule_of_thirds", {}).get("principle", "Divide frame into 9 equal sections")} - {composition_rules.get("rule_of_thirds", {}).get("subject_placement", "eyes on upper third line for portraits")}, {composition_rules.get("rule_of_thirds", {}).get("horizon_placement", "upper or lower third for landscapes")}
+• Leading Lines: {composition_rules.get("leading_lines", {}).get("purpose", "Guide viewer's eye through the image")} - technique: {composition_rules.get("leading_lines", {}).get("technique", "use lines to lead to main subject")}
+• Depth Layers: {composition_rules.get("depth_layers", {}).get("technique", "Create separation between layers")} - {composition_rules.get("depth_layers", {}).get("foreground", "Nearest elements")}, {composition_rules.get("depth_layers", {}).get("middle_ground", "Main subject area")}, {composition_rules.get("depth_layers", {}).get("background", "Context and environment")}
 
 2. CAMERA_SETUP: Apply complete professional equipment knowledge:
 
@@ -250,14 +224,83 @@ Architecture: Equipment: {scene_types.get("architecture", {}).get("equipment", {
 Action Sports: Equipment: {scene_types.get("action_sports", {}).get("equipment", {}).get("camera", "Sony A1")}, {scene_types.get("action_sports", {}).get("equipment", {}).get("lens", "70-200mm f/2.8")}, Camera settings: {scene_types.get("action_sports", {}).get("camera_settings", {}).get("mode", "TV/S")}, {scene_types.get("action_sports", {}).get("camera_settings", {}).get("shutter_speed", "1/500s+ to freeze motion")}, {scene_types.get("action_sports", {}).get("camera_settings", {}).get("aperture", "f/2.8-f/4")}, {scene_types.get("action_sports", {}).get("camera_settings", {}).get("iso", "800-3200")}
 
 CAMERA MODES - Apply appropriate control:
-• {camera_modes.get("aperture_priority", {}).get("mode_designation", "AV (Canon) / A (Nikon)")}: photographer sets {camera_modes.get("aperture_priority", {}).get("photographer_sets", "aperture value")}, camera sets {camera_modes.get("aperture_priority", {}).get("camera_sets", "shutter speed")}, best for: {camera_modes.get("aperture_priority", {}).get("best_for", "controlling depth of field")}
-• {camera_modes.get("shutter_priority", {}).get("mode_designation", "TV (Canon) / S (Nikon)")}: photographer sets {camera_modes.get("shutter_priority", {}).get("photographer_sets", "shutter speed")}, camera sets {camera_modes.get("shutter_priority", {}).get("camera_sets", "aperture")}, best for: {camera_modes.get("shutter_priority", {}).get("best_for", "controlling motion")}
-• {camera_modes.get("manual_mode", {}).get("photographer_sets", "Both aperture and shutter speed")}: when to use: {', '.join(camera_modes.get("manual_mode", {}).get("when_to_use", ["consistent lighting", "studio work"]))}, advantage: {camera_modes.get("manual_mode", {}).get("advantage", "complete creative control")}
+• Aperture Priority: {camera_modes.get("aperture_priority", {}).get("mode_designation", "AV (Canon) / A (Nikon)")} - photographer sets {camera_modes.get("aperture_priority", {}).get("photographer_sets", "aperture value")}, camera sets {camera_modes.get("aperture_priority", {}).get("camera_sets", "shutter speed")}, best for: {camera_modes.get("aperture_priority", {}).get("best_for", "controlling depth of field")}
+• Shutter Priority: {camera_modes.get("shutter_priority", {}).get("mode_designation", "TV (Canon) / S (Nikon)")} - photographer sets {camera_modes.get("shutter_priority", {}).get("photographer_sets", "shutter speed")}, camera sets {camera_modes.get("shutter_priority", {}).get("camera_sets", "aperture")}, best for: {camera_modes.get("shutter_priority", {}).get("best_for", "controlling motion")}
+• Manual Mode: {camera_modes.get("manual_mode", {}).get("photographer_sets", "Both aperture and shutter speed")} - when to use: consistent lighting, studio work, advantage: {camera_modes.get("manual_mode", {}).get("advantage", "complete creative control")}
 
 Generate technically precise content optimized for FLUX's photorealistic capabilities using complete professional knowledge."""
+        
+        return prompt
+
+    def _build_multimodal_prompt(self, knowledge: Dict[str, Any]) -> str:
+        """Build multimodal analysis prompt with complete professional knowledge"""
+        
+        prompt = """Analyze this image with professional cinematography expertise for multi-platform prompt generation. You are a master cinematographer with extensive technical and artistic knowledge from 30+ years in cinema. Provide exactly two sections:
+
+1. DESCRIPTION: Expert visual analysis for prompt generation:
+- Comprehensive scene description with photographic insight
+- Subject matter, composition, and visual hierarchy
+- Lighting analysis: quality, direction, mood, technical setup
+- Color palette, contrast, and tonal relationships
+- Artistic elements: style, mood, atmosphere, visual impact
+- Technical photographic qualities and execution
+
+2. CAMERA_SETUP: Professional equipment and technique recommendation:
+- Camera system recommendation based on scene requirements
+- Lens selection with specific focal length and aperture range
+- Technical shooting parameters and considerations
+- Lighting setup and methodology for scene recreation
+- Professional approach: shooting style and technical execution
+
+Apply master-level cinematography knowledge: advanced composition techniques, professional lighting principles, camera system expertise, lens characteristics, and technical excellence. Create content suitable for multiple generative engines (Flux, Midjourney, etc.) with emphasis on photorealistic quality."""
+        
+        return prompt
+
+    def _create_fallback_prompt(self, analysis_type: str) -> str:
+        """Create fallback prompt when professional knowledge is not available"""
+        
+        if analysis_type == "cinematic":
+            return """Analyze this image as a professional cinematographer. Provide exactly two sections:
+
+1. DESCRIPTION: Create a detailed, flowing paragraph describing the image for cinematic reproduction:
+- Scene composition and visual storytelling elements
+- Lighting quality, direction, and dramatic mood
+- Color palette, tonal relationships, and atmospheric elements
+- Subject positioning, environmental context, and framing
+- Cinematic qualities: film grain, depth of field, visual style
+- Technical photographic elements that enhance realism
+
+2. CAMERA_SETUP: Recommend professional cinema/photography equipment based on scene analysis:
+- Camera body: Choose from Canon EOS R5/R6, Sony A7R/A1, Leica M11, ARRI Alexa, RED cameras
+- Lens: Specific focal length and aperture (e.g., "85mm f/1.4", "35mm anamorphic f/2.8")
+- Technical settings: Aperture consideration for depth of field and story mood
+- Lighting setup: Professional lighting rationale (key, fill, rim, practical lights)
+- Shooting style: Documentary, portrait, landscape, architectural, or cinematic approach
+
+Apply professional cinematography principles: rule of thirds, leading lines, depth layering, lighting direction for mood, and technical excellence. Focus on creating prompts optimized for photorealistic, cinema-quality generation."""
+
+        elif analysis_type == "flux_optimized":
+            return """Analyze this image for FLUX prompt generation with professional cinematography expertise. Provide exactly two sections:
+
+1. DESCRIPTION: Create a detailed technical description optimized for FLUX generation:
+- Scene elements and composition with precise technical language
+- Lighting setup and quality with specific technical terms
+- Camera angle and perspective with professional terminology
+- Color grading and tonal balance for photorealistic output
+- Depth of field and focus characteristics
+- Professional photographic style and execution
+
+2. CAMERA_SETUP: Recommend specific professional equipment for FLUX optimization:
+- Professional camera body with model specifications
+- Lens specifications with focal length and aperture
+- ISO settings and technical parameters
+- Professional lighting setup and rationale
+- Shooting technique and professional approach
+
+Focus on technical precision and professional terminology optimized for FLUX's photorealistic capabilities."""
 
         else:  # multimodal analysis
-            return """Analyze this image with professional cinematography expertise for multi-platform prompt generation. You are a master cinematographer with extensive technical and artistic knowledge from 30+ years in cinema. Provide exactly two sections:
+            return """Analyze this image with professional cinematography expertise for multi-platform prompt generation. Provide exactly two sections:
 
 1. DESCRIPTION: Expert visual analysis for prompt generation:
 - Comprehensive scene description with photographic insight