{ "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" } } }