healthy-fit/backend/app/ai/nutrition_compiled.json

{
  "extract.predict": {
    "traces": [],
    "train": [],
    "demos": [
      {
        "augmented": true,
        "description": "Blueberry Muffin (Bakery size)",
        "reasoning": "A typical bakery-sized blueberry muffin is generally larger than a standard homemade muffin and is made from ingredients such as flour, sugar, butter, eggs, milk, blueberries, and baking powder. The estimated calorie count for a large blueberry muffin is about 400-500 calories, primarily derived from carbohydrates (mainly from flour and sugar), fats (from butter), and a moderate amount of protein. \n\nFor nutritional breakdown:\n- Carbs: Approximately 60g derived from the flour and sugar.\n- Fats: Approximately 20g from the butter.\n- Protein: Roughly 6g from the flour and egg content.\n- The muffin may also contain vitamins and minerals from the blueberries.\n\nOverall, a bakery-sized blueberry muffin is calorie-dense due to the combination of ingredients used, especially sugar and butter.",
        "nutritional_info": {
          "reasoning": "Bakery-sized muffin has ingredients like flour, sugar, butter, and blueberries. Estimated 450 cal, with ~60g carbs, ~20g fat, and ~6g protein.",
          "name": "Blueberry Muffin",
          "calories": 450.0,
          "protein": 6.0,
          "carbs": 60.0,
          "fats": 20.0,
          "micros": null
        }
      },
      {
        "description": "Philly Cheesesteak",
        "nutritional_info": {
          "reasoning": "Roll (250 cal). Fatty steak (400 cal). Cheese whiz/provolone (150 cal). Oil (100 cal).",
          "name": "Cheesesteak",
          "calories": 900.0,
          "protein": 40.0,
          "carbs": 50.0,
          "fats": 55.0,
          "micros": null
        }
      },
      {
        "description": "Grilled salmon with asparagus and roasted potatoes",
        "nutritional_info": {
          "reasoning": "6oz Salmon fillet (350 cal). Oil for cooking (60 cal). Asparagus (30 cal) + oil (30 cal). 1 cup roasted potatoes (150 cal) + oil (60 cal). Total ~680 cal.",
          "name": "Salmon Dinner",
          "calories": 680.0,
          "protein": 40.0,
          "carbs": 25.0,
          "fats": 45.0,
          "micros": null
        }
      },
      {
        "description": "Tacos - 3 beef tacos with cheese and sour cream",
        "nutritional_info": {
          "reasoning": "3 corn tortillas (150 cal). Ground beef filling (250 cal - cooked with fat). Cheese (110 cal). Sour cream (60 cal). Total ~570 cal.",
          "name": "Beef Tacos",
          "calories": 570.0,
          "protein": 25.0,
          "carbs": 45.0,
          "fats": 30.0,
          "micros": null
        }
      }
    ],
    "signature": {
      "instructions": "Extract nutritional information from a food description.\n\nYou must first provide a detailed step-by-step reasoning analysis of the ingredients,\nportions, AND preparation methods (cooking oils, butter, sauces) before estimating values.\nVerify if the caloric totals match the sum of macros (multiplying protein/carbs by 4, fats by 9).",
      "fields": [
        {
          "prefix": "Description:",
          "description": "Description of the food or meal"
        },
        {
          "prefix": "Reasoning: Let's think step by step in order to",
          "description": "${reasoning}"
        },
        {
          "prefix": "Nutritional Info:",
          "description": "Nutritional information with reasoning"
        }
      ]
    },
    "lm": null
  },
  "analyze_image.predict": {
    "traces": [],
    "train": [],
    "demos": [
      {
        "description": "Philly Cheesesteak",
        "nutritional_info": {
          "reasoning": "Roll (250 cal). Fatty steak (400 cal). Cheese whiz/provolone (150 cal). Oil (100 cal).",
          "name": "Cheesesteak",
          "calories": 900.0,
          "protein": 40.0,
          "carbs": 50.0,
          "fats": 55.0,
          "micros": null
        }
      },
      {
        "description": "Grilled salmon with asparagus and roasted potatoes",
        "nutritional_info": {
          "reasoning": "6oz Salmon fillet (350 cal). Oil for cooking (60 cal). Asparagus (30 cal) + oil (30 cal). 1 cup roasted potatoes (150 cal) + oil (60 cal). Total ~680 cal.",
          "name": "Salmon Dinner",
          "calories": 680.0,
          "protein": 40.0,
          "carbs": 25.0,
          "fats": 45.0,
          "micros": null
        }
      },
      {
        "description": "Tacos - 3 beef tacos with cheese and sour cream",
        "nutritional_info": {
          "reasoning": "3 corn tortillas (150 cal). Ground beef filling (250 cal - cooked with fat). Cheese (110 cal). Sour cream (60 cal). Total ~570 cal.",
          "name": "Beef Tacos",
          "calories": 570.0,
          "protein": 25.0,
          "carbs": 45.0,
          "fats": 30.0,
          "micros": null
        }
      }
    ],
    "signature": {
      "instructions": "Analyze the food image to estimate nutritional content.\n\n1. Identify all food items and estimated portion sizes.\n2. CRITICAL: Account for hidden calories from cooking fats, oils, and sauces (searing, frying).\n3. Reason step-by-step about the total composition before summing macros.",
      "fields": [
        {
          "prefix": "Image:",
          "description": "The food image"
        },
        {
          "prefix": "Description:",
          "description": "Additional user description"
        },
        {
          "prefix": "Reasoning: Let's think step by step in order to",
          "description": "${reasoning}"
        },
        {
          "prefix": "Nutritional Info:",
          "description": "Nutritional information with reasoning"
        }
      ]
    },
    "lm": null
  },
  "metadata": {
    "dependency_versions": {
      "python": "3.11",
      "dspy": "3.1.0",
      "cloudpickle": "3.1"
    }
  }
}