Spaces:
Running
on
Zero
Running
on
Zero
Update utils.py
Browse files
utils.py
CHANGED
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@@ -352,33 +352,109 @@ def _get_scene_camera_setup(scene_type: str) -> str:
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def _get_essential_keywords(description: str, camera_setup: str, analysis_metadata: Optional[Dict[str, Any]]) -> List[str]:
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"""Get essential
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try:
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keywords = []
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description_lower = description.lower()
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#
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if "depth" not in description_lower and "bokeh" not in description_lower:
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if any(term in camera_setup for term in ["f/1.4", "f/2.8", "85mm"]):
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keywords.append("shallow depth of field")
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# Add professional photography only if no specific camera mentioned
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if "shot on" not in camera_setup:
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keywords.append("professional photography")
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# Scene-specific keywords
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if "portrait" in description_lower and "studio lighting" not in description_lower:
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keywords.append("professional portrait")
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# Technical quality (only if needed)
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if len(keywords) < 2:
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keywords.append("high quality")
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return keywords[:3] # Limit to 3 essential keywords
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except Exception as e:
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logger.warning(f"Keyword extraction failed: {e}")
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return ["
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def _build_optimized_prompt(description: str, camera_setup: str, keywords: List[str]) -> str:
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def _get_essential_keywords(description: str, camera_setup: str, analysis_metadata: Optional[Dict[str, Any]]) -> List[str]:
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"""Get essential lighting and composition keywords without redundancy"""
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try:
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keywords = []
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description_lower = description.lower()
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# Detect and add lighting information
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lighting = _detect_lighting_from_description(description_lower)
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if lighting:
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keywords.append(lighting)
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# Detect and add composition technique
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composition = _detect_composition_from_description(description_lower, camera_setup)
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if composition:
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keywords.append(composition)
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# Only add depth of field if not already mentioned and relevant
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if "depth" not in description_lower and "bokeh" not in description_lower:
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if any(term in camera_setup for term in ["f/1.4", "f/2.8", "85mm"]):
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keywords.append("shallow depth of field")
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# Add professional photography only if no specific camera mentioned (fallback)
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if "shot on" not in camera_setup and len(keywords) == 0:
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keywords.append("professional photography")
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return keywords[:3] # Limit to 3 essential keywords
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except Exception as e:
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logger.warning(f"Keyword extraction failed: {e}")
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return ["natural lighting"]
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def _detect_lighting_from_description(description_lower: str) -> Optional[str]:
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"""Detect lighting type from description"""
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try:
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# Check for existing lighting mentions
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if any(term in description_lower for term in ["lighting", "light", "lit", "illuminated"]):
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return None # Already has lighting info
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# Detect lighting conditions from scene context
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if any(term in description_lower for term in ["sunset", "sunrise", "golden", "warm"]):
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return "golden hour lighting"
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elif any(term in description_lower for term in ["twilight", "dusk", "evening", "blue hour"]):
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return "blue hour lighting"
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elif any(term in description_lower for term in ["overcast", "cloudy", "soft", "diffused"]):
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return "soft natural lighting"
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elif any(term in description_lower for term in ["bright", "sunny", "daylight", "outdoor"]):
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return "natural daylight"
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elif any(term in description_lower for term in ["indoor", "interior", "inside"]):
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return "ambient lighting"
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elif any(term in description_lower for term in ["studio", "controlled", "professional"]):
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return "studio lighting"
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elif any(term in description_lower for term in ["dramatic", "moody", "shadow"]):
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return "dramatic lighting"
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else:
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# Default based on scene type
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if any(term in description_lower for term in ["portrait", "person", "face"]):
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return "natural lighting"
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elif any(term in description_lower for term in ["landscape", "outdoor", "nature"]):
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return "natural daylight"
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else:
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return "natural lighting"
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except Exception as e:
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logger.warning(f"Lighting detection failed: {e}")
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return "natural lighting"
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def _detect_composition_from_description(description_lower: str, camera_setup: str) -> Optional[str]:
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"""Detect composition technique from description and camera setup"""
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try:
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# Check for existing composition mentions
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if any(term in description_lower for term in ["composition", "framing", "rule of thirds"]):
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return None # Already has composition info
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# Detect composition from perspective/angle
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if any(term in description_lower for term in ["elevated", "above", "overhead", "aerial"]):
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return "elevated perspective"
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elif any(term in description_lower for term in ["low angle", "looking up", "from below"]):
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return "low angle composition"
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elif any(term in description_lower for term in ["close-up", "tight", "detailed"]):
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return "close-up framing"
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elif any(term in description_lower for term in ["wide", "expansive", "panoramic"]):
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return "wide composition"
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# Detect composition from subject arrangement
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elif any(term in description_lower for term in ["centered", "center", "middle"]):
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return "centered composition"
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elif any(term in description_lower for term in ["symmetr", "balanced", "mirror"]):
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return "symmetrical composition"
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elif any(term in description_lower for term in ["leading", "lines", "path", "diagonal"]):
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return "leading lines"
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# Default composition based on camera setup
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elif any(term in camera_setup for term in ["85mm", "135mm", "f/1.4", "f/2.8"]):
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return "rule of thirds" # Portrait/shallow DOF typically uses rule of thirds
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elif any(term in camera_setup for term in ["24mm", "35mm", "wide"]):
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return "dynamic composition" # Wide angle allows for dynamic compositions
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else:
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return "rule of thirds" # Universal fallback
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except Exception as e:
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logger.warning(f"Composition detection failed: {e}")
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return "rule of thirds"
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def _build_optimized_prompt(description: str, camera_setup: str, keywords: List[str]) -> str:
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