Input path: /home/debian/html/nutritwin/output_llm/68111aa99f78f/input.json Output path: /home/debian/html/nutritwin/output_llm/68111aa99f78f/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/68111aa99f78f/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": "biscottes au blé complet", "quantity": "deux tranches", "type": "food", "event": "unknown" }, { "name": "confiture de myrtilles", "quantity": "une cuillère", "type": "food", "event": "unknown" } ] ----------------------------------------------------------------------------- ----------------- Make it compliant ------------------ [ { "name": "biscottes au blé complet", "quantity": "deux tranches", "type": "food", "event": "unknown" }, { "name": "confiture de myrtilles", "quantity": "une cuillère", "type": "food", "event": "unknown" } ] ------------------------------------------------------ ------------------------ After simplification ------------------------ [ { "name": "biscottes au bl\u00e9 complet", "quantity": "deux tranches", "type": "food", "event": "unknown" }, { "name": "confiture de myrtilles", "quantity": "une cuill\u00e8re", "type": "food", "event": "unknown" } ] ---------------------------------------------------------------------- --------------------------------- LLM result ----------------------------------- {'response': [{'name': 'biscottes au blé complet', 'quantity': 'deux tranches', 'type': 'food', 'event': 'unknown'}, {'name': 'confiture de myrtilles', 'quantity': 'une cuillère', 'type': 'food', 'event': 'unknown'}], 'cost': 0.0} -------------------------------------------------------------------------------- ----------- result to be analyzed ----------- {'name': 'biscottes au blé complet', 'quantity': 'deux tranches', 'type': 'food', 'event': 'unknown'} 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 '% biscotte ble complet %' AND (V_NormTrademark = '' OR V_NormTrademark IS NULL) --> CPU time in DB: 0.1317 seconds Word: Biscottes au Blé Complet - dist: 0.3666917681694031 - row: 22455 Word: Biscottes BIO au Blé Complet - dist: 0.4076633155345917 - row: 56102 Word: Biscottes Blé Complet - dist: 0.4197075366973877 - row: 45379 Word: Biscottes Blé Complet sans Sucres Ajoutés - dist: 0.450757771730423 - row: 27722 Word: Biscottes Ble Complet - dist: 0.4529722034931183 - row: 27721 Found embedding word: Biscottes au Blé Complet Second try (embedded): 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_Name = 'Biscottes au Blé Complet' ------------- Found solution (max 20) -------------- Biscottes au Blé Complet - biscotte ble complet - - Casino - 0 - 3222475629785 - 3222475629785 - OFF#1a7cd05e752ebdaf5659c1629c7ab2bb Biscottes au Blé Complet - biscotte ble complet - - U - 0 - 3256225722075 - 3256225722075 - OFF#8ef3ad4ce8ab99c1841d6fa7fdd16c77 ---------------------------------------------------- ----------- result to be analyzed ----------- {'name': 'confiture de myrtilles', 'quantity': 'une cuillère', 'type': 'food', 'event': 'unknown'} 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 '% confiture de myrtille %' AND (V_NormTrademark = '' OR V_NormTrademark IS NULL) ------------- Found solution (max 20) -------------- Confiture de Myrtilles - confiture de myrtille - extra ou classique - - 0 - - - CIQ#6fafaf70d20aef30be6e54d58fe9c169 ---------------------------------------------------- --------------------------------- final result ----------------------------------- {'prompt': '', 'model': 'mistral-large-2411', 'imagePath': '/home/debian/html/nutritwin/output_llm/68111aa99f78f/capture.jpg', 'intents': ['Identify foods and beverages in an image'], 'solutions': {'nutrition': [{'name': 'Biscottes au Blé Complet', 'normName': ' biscotte ble complet ', 'comment': '', 'normComment': '', 'rank': 0, 'id': 'OFF#1a7cd05e752ebdaf5659c1629c7ab2bb', 'quantity': 'deux tranches', 'quantityLem': '2 tranche', 'pack': ['TPA.w12', 'TR1.w12'], 'type': 'food', 'gtin': '3222475629785', 'gtinRef': '3222475629785', 'brand': 'Casino', 'time': '', 'event': 'unknown', 'serving': 'TPA-200', 'posiNormName': 0}, {'name': 'Confiture de Myrtilles', 'normName': ' confiture de myrtille ', 'comment': 'extra ou classique', 'normComment': ' extra ou classique ', 'rank': 0, 'id': 'CIQ#6fafaf70d20aef30be6e54d58fe9c169', 'quantity': 'une cuillère', 'quantityLem': '1 cuillere', 'pack': ['CCL.w6', 'CSL.w20'], 'type': 'food', 'gtin': '', 'gtinRef': '', 'brand': '', 'time': '', 'event': 'unknown', 'serving': 'CCL-100', 'posiNormName': 0}], 'activity': [], 'response': {}}, 'cputime': 4.012060880661011} ---------------------------------------------------------------------------------- LLM CPU Time: 4.012060880661011