Input path: /home/debian/html/nutritwin/output_llm/67d5434dca64f/input.json Output path: /home/debian/html/nutritwin/output_llm/67d5434dca64f/output.json Input text: DB path: __deriveddata__/DerivedObjects/Data/KcalMeDB_fr.sl3 Picto path: __deriveddata__/DerivedObjects/Data/PictoMatcherNetNG_fr.json Sport grounding path: __deriveddata__/DerivedObjects/Data/DerivedSportMET.json ================================================================================================================================== Prompt from user: ================================================================================================================================== Image to be analyzed: /home/debian/html/nutritwin/output_llm/67d5434dca64f/capture.jpg ############################################################################################## # For image extraction, pixtral-large-2411 is used # ############################################################################################## ==================================== Prompt ============================================= In the image, identify all the foods and beverages, convert them into an array of JSON with consumed foods. Ignore what it is not connected to nutrition, beverage or food. When a food or a beverage has several instances unify them on a single food or beverage and add the quantities of each. The attribute name must remain in English but the result, so the attribute value, must be in french, and only in french. Provide a solution without explanation. Use only the food & beverage ontology described in this Turtle/RDF model: """ @prefix food: . @prefix rdfs: . @prefix xsd: . @prefix owl: . @prefix prov: . food: a owl:Ontology ; rdfs:comment "Definition of the food archetype"@en . food:name a owl:DatatypeProperty; rdfs:label "name"@en; rdfs:comment """Food or beverage identifier, the name should not contain information related to quantity or container (like glass...). Ignore food or beverage when it is not consumed in the past, now or in the future. The cooking mode is not in the name. The name is only in french."""@en; rdfs:range xsd:string. food:quantity a owl:DatatypeProperty ; rdfs:label "quantity"@en; rdfs:comment "The quantity of food or drink that is or was consumed. Quantity is only in french. Here are examples: 'un quignon', 'un cornet', 'un verre', 'une tranche', 'une boule', 'un', 'deux', 'trois',... Keep the same language."@en; rdfs:range xsd:string. food:cookingMethod a owl:DatatypeProperty ; rdfs:label "cooking method"@en; rdfs:comment "The cooking method of food. The cooking method is in french."@en; rdfs:range xsd:string. food:type a owl:DatatypeProperty ; rdfs:label "type of food"@en; rdfs:comment "Identify the type of food."@en; rdfs:range xsd:string. food:food a food:type ; rdfs:label "food" . food:beverage a food:type ; rdfs:label "beverage" . food:timeOfTheDay a owl:DatatypeProperty ; rdfs:label "time of the day"@en; rdfs:comment "Time of the day when food or drink was consumed."@en; rdfs:range xsd:string. food:breakfast a food:timeOfTheDay ; rdfs:label "breakfast" . food:lunch a food:timeOfTheDay ; rdfs:label "lunch" . food:snacking a food:timeOfTheDay ; rdfs:label "snacking" . food:dinner a food:timeOfTheDay ; rdfs:label "dinner" . food:brand a owl:DatatypeProperty ; rdfs:label "Brand"@en; rdfs:comment """Food or beverage brand. The restaurants are not brand. When the name is very known (ex: Activia, Coca) and the brand is not mentioned, guess the brand."""@en; rdfs:range xsd:string. food:company a owl:DatatypeProperty ; rdfs:label "Company"@en; rdfs:comment "Product company."@en; rdfs:range xsd:string. food:enumEvent a rdfs:Class . food:event a owl:DatatypeProperty ; rdfs:label "event"@en; rdfs:comment "Event of eating or drinking. Each must have an event"@en; rdfs:range food:enumEvent. food:intent a food:enumEvent ; rdfs:label "intent" . rdfs:comment "When the event should happen"@en. food:declaration a food:enumEvent ; rdfs:label "declaration" . rdfs:comment "When the event has already occured"@en. food:unknownEvent a food:enumEvent ; rdfs:label "unknown" ; rdfs:comment "When the event is unknown in the day"@en. food:event a owl:DatatypeProperty ; rdfs:label "event"@en; rdfs:comment "Event of eating or drinking. Each must have an event"@en; rdfs:range food:enumEvent. food:intent a food:enumEvent ; rdfs:label "intent" . rdfs:comment "When the event should happen"@en. food:declaration a food:enumEvent ; rdfs:label "declaration" . rdfs:comment "When the event has already occured"@en. food:unknownEvent a food:enumEvent ; rdfs:label "unknown" ; rdfs:comment "When the event is unknown in the day"@en. """ Here is an example of result: [ { "name": "blanquette de veau", "quantity": "un plat", "cookingMethod": "mijot\u00e9", "timeOfTheDay": "lunch", "company": "Leclerc", "type": "food", "event": "declaration" }, { "name": "eau", "brand": "Evian", "company": "Danone", "timeOfTheDay": "breakfast", "quantity": "un verre", "type": "beverage", "event": "intent" } ] ========================================================================================= ------------------------------ LLM Raw response ----------------------------- [ { "name": "céréales", "quantity": "un bol", "type": "food", "event": "declaration", "timeOfTheDay": "breakfast" }, { "name": "lait", "quantity": "un bol", "type": "beverage", "event": "declaration", "timeOfTheDay": "breakfast" } ] ----------------------------------------------------------------------------- ----------------- Make it compliant ------------------ [ { "name": "céréales", "quantity": "un bol", "type": "food", "event": "declaration", "timeOfTheDay": "breakfast" }, { "name": "lait", "quantity": "un bol", "type": "beverage", "event": "declaration", "timeOfTheDay": "breakfast" } ] ------------------------------------------------------ ------------------------ After simplification ------------------------ [ { "name": "c\u00e9r\u00e9ales", "quantity": "un bol", "type": "food", "event": "declaration", "timeOfTheDay": "breakfast" }, { "name": "lait", "quantity": "un bol", "type": "beverage", "event": "declaration", "timeOfTheDay": "breakfast" } ] ---------------------------------------------------------------------- --------------------------------- LLM result ----------------------------------- {'response': [{'name': 'céréales', 'quantity': 'un bol', 'type': 'food', 'event': 'declaration', 'timeOfTheDay': 'breakfast'}, {'name': 'lait', 'quantity': 'un bol', 'type': 'beverage', 'event': 'declaration', 'timeOfTheDay': 'breakfast'}], 'cost': 0.0} -------------------------------------------------------------------------------- ----------- result to be analyzed ----------- {'name': 'céréales', 'quantity': 'un bol', 'type': 'food', 'event': 'declaration', 'timeOfTheDay': 'breakfast'} First try: SELECT V_Name,V_Comment,V_NormName,V_NormComment,V_PackType,V_GTIN,V_GTINRef,V_ID,V_GlobalCount,V_NormTrademark,V_Trademark,V_NormAggr FROM KCALME_TABLE WHERE V_NormName LIKE '% cereale %' AND (V_NormTrademark = '' OR V_NormTrademark IS NULL) ------------- Found solution (max 20) -------------- Céréales - cereale - - - 4680 - - - KCA#b23631b155d144eb78b449e17bc17c12 Céréales - cereale - 6 à 12% de fibres - - 742 - - - KCA#eb59780e5df890a0d950eb609021022e Céréales - cereale - 13 à 26% de fibres - - 192 - - - KCA#a05d7589990ffc2e271b654766ba575b Céréales au Son - cereale son - - - 100 - - - KCA#fab4612906c28fc52dff4711049b1735 Céréales au Miel - cereale miel - - - 101 - - - KCA#b7c3cb966f2cb1fa8c64e261bae639cb Céréales au Caramel - cereale caramel - - - 36 - - - KCA#d28c7d524b29efd12dc8fa868a9c9dc6 Céréales Chocolatées - cereale chocolatee - - - 1149 - - - KCA#47973bcc32d2418f4687bc41d2a15577 Céréales au Son de Blé - cereale son de ble - à plus de 27% de fibres - - 51 - - - KCA#a76e331eeb5198e60596461e17131fb9 Céréales pour Petit Déjeuner - cereale pour petit dejeuner - - - 0 - - - CIQ#0eabaca02709b85f4579cc22b33387cc Céréales Complètes Soufflées - cereale complete soufflee - enrichies en vitamines et minéraux - - 0 - - - CIQ#b0c5f9183939788cb2c04392658f8446 Céréales pour Petit Déjeuner - cereale pour petit dejeuner - enrichies en vitamines et minéraux, aliment moyen - - 0 - - - CIQ#7bf835d78958b4e2c216e057e0532c3b Céréales pour Petit Déjeuner - cereale pour petit dejeuner - non enrichies en vitamines et minéraux, aliment moyen - - 0 - - - CIQ#cbc7472e1c420f706efdd72b61c1bf13 Céréales Fourrées au Chocolat - cereale fourree chocolat - - - 110 - - - KCA#db8414f820aef1ccdb561ef9c42cefd4 Céréales au Blé Complet en Galettes - cereale ble complet en galette - - - 55 - - - KCA#56752e47f5ba8508ab86bebaf8914501 Céréales pour Petit Déjeuner Fourrées - cereale pour petit dejeuner fourree - fourrage autre que chocolat, enrichies en vitamines et minéraux - - 0 - - - CIQ#bf26acb23196824490f16b07f0bd4efe Céréales pour Petit Déjeuner Chocolatées - cereale pour petit dejeuner chocolatee - non fourrées, enrichies en vitamines et minéraux - - 0 - - - CIQ#43c4c3c792cf07298f10a5914599ae77 Céréales Chocolatées pour Petit Déjeuner - cereale chocolatee pour petit dejeuner - non fourrées,non enrichies en vitamines et minéraux - - 0 - - - CIQ#8b2ea2c0378b4ec8dc7e57be2e881bcd Céréales pour Petit Déjeuner Riches en Fibres - cereale pour petit dejeuner riche en fibre - au chocolat, enrichies en vitamines et minéraux - - 0 - - - CIQ#6ba8107ceef229b9780846b7a182d7e6 Céréales pour Petit Déjeuner Riches en Fibres - cereale pour petit dejeuner riche en fibre - avec ou sans fruits, enrichies en vitamines et minéraux - - 0 - - - CIQ#ed4db438e133b4a39d4abce51c64c315 Céréales pour Petit Déjeuner "équilibre" Nature - cereale pour petit dejeuner equilibre nature - non enrichies en vitamines et minéraux - - 0 - - - CIQ#e901d30ae3d9eaaa4d34ca1b31d12c70 ---------------------------------------------------- ----------- result to be analyzed ----------- {'name': 'lait', 'quantity': 'un bol', 'type': 'beverage', 'event': 'declaration', 'timeOfTheDay': 'breakfast'} First try: SELECT V_Name,V_Comment,V_NormName,V_NormComment,V_PackType,V_GTIN,V_GTINRef,V_ID,V_GlobalCount,V_NormTrademark,V_Trademark,V_NormAggr FROM KCALME_TABLE WHERE V_NormName LIKE '% lait %' AND (V_NormTrademark = '' OR V_NormTrademark IS NULL) ------------- Found solution (max 20) -------------- Lait - lait - teneur en matière grasse inconnue, UHT, aliment moyen - - 0 - - - CIQ#ebdfafe0fce6b513193ae9c0855b4094 Lait à 1 - lait - 2% de matière grasse, UHT, enrichi en plusieurs vitamines - - 0 - - - CIQ#825f8bcb068ecde315938147ed819623 Lait Entier - lait entier - - - 1435 - - - KCA#c131edf4d3c1e17da0b0a54b5ed8bbb6 Lait Écrémé - lait ecreme - UHT - - 9353 - - - CIQ#27de8d007093ae392f4b782851e7fd9c Lait Entier - lait entier - UHT - - 0 - - - CIQ#5118aac9b89cceae9a62423175de70eb Lait Écrémé - lait ecreme - pasteurisé - - 0 - - - CIQ#1622e54576ffea9bca81697cacb48d94 Lait Entier - lait entier - pasteurisé - - 0 - - - CIQ#d5881852b522b09ee02aa0fe46885b00 Lait de Soja - lait de soja - - - 3001 - - - KCA#7484ab8a01f886bca7607cf06a579a2c Lait d'Avoine - lait avoine - - - 837 - - - KCA#54605e0becbb04ace3db6bf78748c15f Lait de Poule - lait de poule - sans alcool - - 0 - - - CIQ#f6756ecdc46ec65e5972c6aaf481f4a2 Lait en Poudre - lait en poudre - écrémé - - 117 - - - CIQ#1d9ba583216533c41321ffd9ea51b327 Lait en Poudre - lait en poudre - entier - - 25 - - - CIQ#be7d16f0a05422e5eb1d5ff077dee20c Lait de Brebis - lait de brebi - entier - - 0 - - - CIQ#b54f3b8a48f8d3e0ba7a0228c8adca4f Lait de Jument - lait de jument - entier - - 0 - - - CIQ#05ea74b811b1a15ad91876c22391f13a Lait en Poudre - lait en poudre - demi-écrémé - - 0 - - - CIQ#ee03115de1c18f635dbb62d80d6f9715 Lait de Chèvre - lait de chevre - entier, cru - - 0 - - - CIQ#8fb6afe4302a0073de91d274e3722c3e Lait de Chèvre - lait de chevre - entier, UHT - - 0 - - - CIQ#9d462cfc80afac9cf259f0f2f305db74 Lait de Chèvre - lait de chevre - demi-écrémé, UHT - - 0 - - - CIQ#a497c21ecfbd7c2930cb99326897a779 Lait 1/2 Écrémé - lait 1/2 ecreme - - - 23220 - - - KCA#d5b12fbedab6d0f0a741feeaa8e92b35 Lait Entier UHT - lait entier uht - - - 25 - - - KCA#aeb66cc691b5e08f15b01dc094a51d18 ---------------------------------------------------- --------------------------------- final result ----------------------------------- {'prompt': '', 'model': 'mistral-large-2411', 'imagePath': '/home/debian/html/nutritwin/output_llm/67d5434dca64f/capture.jpg', 'intents': ['Identify foods and beverages in an image'], 'solutions': {'nutrition': [{'name': 'Céréales', 'normName': ' cereale ', 'comment': '', 'normComment': '', 'rank': 4680, 'id': 'KCA#b23631b155d144eb78b449e17bc17c12', 'quantity': 'un bol', 'quantityLem': '1 bol', 'pack': ['CSS.w30'], 'type': 'food', 'gtin': '', 'gtinRef': '', 'brand': '', 'time': 'breakfast', 'event': 'declaration', 'serving': 'CSS.w30-1bol', 'posiNormName': 0}, {'name': 'Lait', 'normName': ' lait ', 'comment': 'teneur en matière grasse inconnue, UHT, aliment moyen', 'normComment': ' teneur en matiere grasse inconnue uht aliment moyen ', 'rank': 0, 'id': 'CIQ#ebdfafe0fce6b513193ae9c0855b4094', 'quantity': 'un bol', 'quantityLem': '1 bol', 'pack': ['VX1', 'VA2', 'VA3', 'BI4', 'VA4'], 'type': 'beverage', 'gtin': '', 'gtinRef': '', 'brand': '', 'time': 'breakfast', 'event': 'declaration', 'serving': 'VX1-1bol', 'posiNormName': 0}], 'activity': [], 'response': {}}, 'cputime': 4.240628480911255} ---------------------------------------------------------------------------------- LLM CPU Time: 4.240628480911255