{
  "presets": {
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      "name": "Low Quality",
      "description": "Fast processing, suitable for previews",
      "settings": {
        "resolution": 512,
        "model": "rembg",
        "batch_size": 8,
        "edge_refinement": 0,
        "matting_enabled": false,
        "denoise": false,
        "compression_quality": 70,
        "processing_priority": "speed",
        "gpu_enabled": false,
        "estimated_time_seconds": 0.5
      },
      "suitable_for": ["previews", "thumbnails", "quick_edits"],
      "max_file_size_mb": 5
    },
    "medium": {
      "name": "Medium Quality",
      "description": "Balanced quality and speed for web use",
      "settings": {
        "resolution": 1024,
        "model": "rembg",
        "batch_size": 4,
        "edge_refinement": 25,
        "matting_enabled": false,
        "denoise": true,
        "compression_quality": 85,
        "processing_priority": "balanced",
        "gpu_enabled": true,
        "estimated_time_seconds": 1.5
      },
      "suitable_for": ["web", "social_media", "presentations"],
      "max_file_size_mb": 20
    },
    "high": {
      "name": "High Quality",
      "description": "Professional quality for print and commercial use",
      "settings": {
        "resolution": 2048,
        "model": "u2net",
        "batch_size": 2,
        "edge_refinement": 50,
        "matting_enabled": true,
        "denoise": true,
        "compression_quality": 95,
        "processing_priority": "quality",
        "gpu_enabled": true,
        "estimated_time_seconds": 3.0
      },
      "suitable_for": ["print", "commercial", "professional"],
      "max_file_size_mb": 50
    },
    "ultra": {
      "name": "Ultra Quality",
      "description": "Maximum quality with advanced processing",
      "settings": {
        "resolution": 4096,
        "model": "sam2",
        "batch_size": 1,
        "edge_refinement": 100,
        "matting_enabled": true,
        "denoise": true,
        "compression_quality": 100,
        "processing_priority": "quality",
        "gpu_enabled": true,
        "multi_pass": true,
        "preserve_details": true,
        "hair_refinement": true,
        "estimated_time_seconds": 10.0
      },
      "suitable_for": ["professional_photography", "high_end_production", "archival"],
      "max_file_size_mb": 100
    },
    "video_low": {
      "name": "Video Low Quality",
      "description": "Fast video processing for drafts",
      "settings": {
        "resolution": 720,
        "model": "rembg",
        "fps": 15,
        "keyframe_interval": 30,
        "temporal_consistency": false,
        "compression": "h264",
        "bitrate": "2M",
        "gpu_enabled": true,
        "estimated_fps": 10
      },
      "suitable_for": ["drafts", "previews", "social_media_stories"],
      "max_file_size_mb": 100
    },
    "video_high": {
      "name": "Video High Quality",
      "description": "Professional video processing",
      "settings": {
        "resolution": 1080,
        "model": "u2net",
        "fps": 30,
        "keyframe_interval": 10,
        "temporal_consistency": true,
        "compression": "h265",
        "bitrate": "10M",
        "gpu_enabled": true,
        "multi_gpu": true,
        "estimated_fps": 2
      },
      "suitable_for": ["production", "broadcast", "commercial"],
      "max_file_size_mb": 500
    },
    "batch_optimization": {
      "name": "Batch Processing",
      "description": "Optimized for processing multiple files",
      "settings": {
        "resolution": 1024,
        "model": "rembg",
        "batch_size": 16,
        "edge_refinement": 20,
        "matting_enabled": false,
        "parallel_processing": true,
        "memory_optimization": true,
        "gpu_enabled": true,
        "queue_priority": "normal",
        "estimated_images_per_minute": 40
      },
      "suitable_for": ["bulk_processing", "e_commerce", "catalogs"],
      "max_files": 1000
    }
  },
  "model_performance": {
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      "speed": "fast",
      "quality": "good",
      "memory_usage": "low",
      "gpu_required": false,
      "strengths": ["general_purpose", "speed", "consistency"],
      "weaknesses": ["fine_details", "complex_edges"]
    },
    "u2net": {
      "speed": "medium",
      "quality": "excellent",
      "memory_usage": "medium",
      "gpu_required": true,
      "strengths": ["edge_detection", "hair", "transparency"],
      "weaknesses": ["processing_time"]
    },
    "sam2": {
      "speed": "slow",
      "quality": "superior",
      "memory_usage": "high",
      "gpu_required": true,
      "strengths": ["accuracy", "complex_objects", "professional"],
      "weaknesses": ["speed", "resource_intensive"]
    },
    "deeplab": {
      "speed": "medium",
      "quality": "very_good",
      "memory_usage": "medium",
      "gpu_required": true,
      "strengths": ["semantic_segmentation", "multiple_objects"],
      "weaknesses": ["single_object_focus"]
    }
  },
  "auto_selection_rules": {
    "by_file_size": [
      {"max_mb": 1, "preset": "low"},
      {"max_mb": 5, "preset": "medium"},
      {"max_mb": 20, "preset": "high"},
      {"max_mb": 100, "preset": "ultra"}
    ],
    "by_dimension": [
      {"max_pixels": 262144, "preset": "low"},
      {"max_pixels": 1048576, "preset": "medium"},
      {"max_pixels": 4194304, "preset": "high"},
      {"max_pixels": 16777216, "preset": "ultra"}
    ],
    "by_use_case": {
      "thumbnail": "low",
      "web_display": "medium",
      "print": "high",
      "professional": "ultra",
      "social_media": "medium",
      "e_commerce": "high"
    }
  }
}