Input path: /home/debian/html/nutritwin/output_llm/67d46ed1f23b3/input.json Output path: /home/debian/html/nutritwin/output_llm/67d46ed1f23b3/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/67d46ed1f23b3/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": "riz", "quantity": "une portion", "cookingMethod": "cuit", "type": "food", "event": "declaration" }, { "name": "sauce tomate", "quantity": "une portion", "cookingMethod": "mijotée", "type": "food", "event": "declaration" }, { "name": "fromage râpé", "quantity": "une portion", "type": "food", "event": "declaration" } ] ----------------------------------------------------------------------------- ----------------- Make it compliant ------------------ [ { "name": "riz", "quantity": "une portion", "cookingMethod": "cuit", "type": "food", "event": "declaration" }, { "name": "sauce tomate", "quantity": "une portion", "cookingMethod": "mijotée", "type": "food", "event": "declaration" }, { "name": "fromage râpé", "quantity": "une portion", "type": "food", "event": "declaration" } ] ------------------------------------------------------ ------------------------ After simplification ------------------------ [ { "name": "riz", "quantity": "une portion", "cookingMethod": "cuit", "type": "food", "event": "declaration" }, { "name": "sauce tomate", "quantity": "une portion", "cookingMethod": "mijot\u00e9e", "type": "food", "event": "declaration" }, { "name": "fromage r\u00e2p\u00e9", "quantity": "une portion", "type": "food", "event": "declaration" } ] ---------------------------------------------------------------------- --------------------------------- LLM result ----------------------------------- {'response': [{'name': 'riz', 'quantity': 'une portion', 'cookingMethod': 'cuit', 'type': 'food', 'event': 'declaration'}, {'name': 'sauce tomate', 'quantity': 'une portion', 'cookingMethod': 'mijotée', 'type': 'food', 'event': 'declaration'}, {'name': 'fromage râpé', 'quantity': 'une portion', 'type': 'food', 'event': 'declaration'}], 'cost': 0.0} -------------------------------------------------------------------------------- ----------- result to be analyzed ----------- {'name': 'riz', 'quantity': 'une portion', 'cookingMethod': 'cuit', 'type': 'food', 'event': 'declaration'} 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 '% riz %' AND (V_NormTrademark = '' OR V_NormTrademark IS NULL) ------------- Found solution (max 20) -------------- Riz - riz - mélange de variétés, blanc, complet, rouge, sauvage,., cru - - 0 - - - CIQ#a07819c9749e64bb8fdf05c82933f975 Riz Thaï - riz thai - non salé - - 0 - - - CIQ#ac2fd71ae23ef149ca342c965d560af3 Riz Sauté - riz saute - - - 1630 - - - KCA#8a7c81299be0e4a1d8a5d55c311ac357 Riz Blanc - riz blanc - cru - - 0 - - - CIQ#5e08f294c544b6dbc1ee7d37a7eb2c96 Riz Rouge - riz rouge - cru - - 0 - - - CIQ#e52c512dd7f9b51c90d048e5efeec56e Riz Blanc - riz blanc - non salé - - 16469 - - - CIQ#f9b73aa60d2f7f559fce98ce3ac5c13c Riz Rouge - riz rouge - non salé - - 0 - - - CIQ#82ae14b06516b5eb3b26a705dcb698a3 Riz Blanc - riz blanc - avec poulet - - 0 - - - CIQ#c71662da3d045e64e316f472d5abd627 Riz Jaune - riz jaune - au lait de Coco - - 54 - - - KCA#fce436115e06eeddfc6a6bb946a77317 Riz Blanc - riz blanc - avec légumes et viande - - 0 - - - CIQ#e80ff9a7c8bfefe077463eba05d7d873 Riz Pilaf - riz pilaf - aux Asperges et aux Champignons - - 148 - - - KCA#51cb6cbdd6b1d60180e4df36e1900396 Riz Gluant - riz gluant - - - 670 - - - KCA#a9f8450583c586dd97516af4daa68d98 Riz Jasmin - riz jasmin - - - 515 - - - KCA#82f0e631fc5d3feb05f2cb82664429d4 Riz au Lait - riz lait - - - 2141 - - - CIQ#708312da229435845a51dc66016ac5dc Riz Complet - riz complet - cru - - 3 - - - CIQ#64df585ce75d5d905c4e92be834170a5 Riz Sauvage - riz sauvage - cru - - 0 - - - CIQ#65668baead4ceadf6f8269416ce5cef5 Riz Basmati - riz basmati - non salé - - 0 - - - CIQ#1145ed25cb9fd225c13765c6cee54de3 Riz Complet - riz complet - non salé - - 0 - - - CIQ#d99bd2e9a1547db20db6b79a89c0c3c9 Riz Sauvage - riz sauvage - non salé - - 0 - - - CIQ#c0c548033695d9c3adf24102b29dcb1b Riz au Coco - riz coco - au Poivron et à la Coriandre - - 95 - - - KCA#652179cc35ad46dc7fb28650f7f7d732 ---------------------------------------------------- ERROR: no solution for picto in the first solution ----------- result to be analyzed ----------- {'name': 'sauce tomate', 'quantity': 'une portion', 'cookingMethod': 'mijotée', 'type': 'food', 'event': 'declaration'} 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 '% sauce tomate %' AND (V_NormTrademark = '' OR V_NormTrademark IS NULL) ------------- Found solution (max 20) -------------- Sauce Tomate - sauce tomate - sauce tomate - - 0 - - - KCA#7d512351ce711d864802585661fe5016 Raviolis Sauce Tomate - ravioli sauce tomate - - - 59 - - - KCA#00b7586ccb34b5d08b2af872b41ab49a Spaghetti Sauce Tomate - spaghetti sauce tomate - sauce tomate - - 0 - - - KCA#8e8cc25adac4bb1a5ff6a9bd1950fcd8 Côtes de Veau Sauce Tomate - cote de veau sauce tomate - - - 10 - - - KCA#359b72401216cb6f415985f7b41741ef Haricots Verts à la Sauce Tomate - haricot vert sauce tomate - - - 83 - - - KCA#168eaf3d7514042587c42989056107d3 Ravioli à la Viande, Sauce Tomate - ravioli viande sauce tomate - - - 0 - - - KCA#ae0592ddf5c0d352006cd5f3fd04aff2 Boulettes d'Epinards à la Sauce Tomate - boulette epinard sauce tomate - - - 9 - - - KCA#2400b360c946364c7fedfc50987e55b3 ---------------------------------------------------- ERROR: no solution for picto in the first solution ----------- result to be analyzed ----------- {'name': 'fromage râpé', 'quantity': 'une portion', 'type': 'food', 'event': 'declaration'} 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 '% fromage rape %' AND (V_NormTrademark = '' OR V_NormTrademark IS NULL) --> CPU time in DB: 0.1362 seconds Word: Fromage Râpé - dist: 0.27614840865135193 - row: 8532 Word: Fromage Râpé pour Pâtes - dist: 0.4004412591457367 - row: 48455 Word: Fromage de Chèvre Râpé - dist: 0.41253596544265747 - row: 44078 Word: Râpé de Fromages - dist: 0.4126369059085846 - row: 49781 Word: Fromage Râpé de Chèvre - dist: 0.4198131263256073 - row: 23277 Found embedding word: Fromage Râpé 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 = 'Fromage Râpé' ------------- Found solution (max 20) -------------- Fromage Râpé - fromage rape - - Président - 0 - 3228022954454 - 3228022954454 - OFF#b6399ba387da30399314db63ef1fbc48 Fromage Râpé - fromage rape - - Carrefour - 0 - 3560071006655 - 3560071006655 - OFF#deae5acc2ef7179e57332c0d6fdb44f0 Fromage Râpé - fromage rape - - Auchan - 0 - 3596710474561 - 3596710474561 - OFF#ffcdd5ff1978f62f581c6857b53c1523 Fromage Râpé - fromage rape - - Cora - 0 - 5400131542045 - 5400131542045 - OFF#011cd2468f5b9eebc861a2ec75005478 Fromage Râpé - fromage rape - - Carrefour - 0 - 5400101047594 - 3560071006655 - OFF#a705b0277dc9a5aa7fb66b0407d3ac73 Fromage Râpé - fromage rape - - Carrefour - 0 - 5400101047600 - 3560071006655 - OFF#a6ba4c5630dbf4f7eb89334579c6a4d5 Fromage Râpé - fromage rape - - Auchan - 0 - 3596710474592 - 3596710474561 - OFF#60c33613bea3aed964a129fd02fa61f2 Fromage Râpé - fromage rape - - Auchan - 0 - 3596710484454 - 3596710474561 - OFF#767dac00d7819163663ddd98d657c912 Fromage Râpé - fromage rape - - Auchan - 0 - 3596710484447 - 3596710474561 - OFF#e4f7d8097f7300792e1b3ff34371d3a9 Fromage Râpé - fromage rape - - Auchan - 0 - 3596710474585 - 3596710474561 - OFF#efd33a7870a61eb1c934e9264eb49a8f Fromage Râpé - fromage rape - - Auchan - 0 - 3596710476336 - 3596710474561 - OFF#2f069cdc1cc2939953398e6698f6e1cb ---------------------------------------------------- ERROR: no solution for picto in the first solution ERROR: no solution for picto in the first solution ERROR: no solution for picto in the first solution ERROR: no solution for picto in the first solution ERROR: no solution for picto in the first solution ERROR: no solution for picto in the first solution ERROR: no solution for picto in the first solution ERROR: no solution for picto in the first solution ERROR: no solution for picto in the first solution ERROR: no solution for picto in the first solution ERROR: no solution for picto in the first solution --------------------------------- final result ----------------------------------- {'prompt': '', 'model': 'mistral-large-2411', 'imagePath': '/home/debian/html/nutritwin/output_llm/67d46ed1f23b3/capture.jpg', 'intents': ['Identify foods and beverages in an image'], 'solutions': {'nutrition': [{'name': 'Riz', 'normName': ' riz ', 'comment': 'mélange de variétés, blanc, complet, rouge, sauvage,., cru', 'normComment': ' melange de variete blanc complet rouge sauvage cru ', 'rank': 0, 'id': 'CIQ#a07819c9749e64bb8fdf05c82933f975', 'quantity': 'une portion', 'quantityLem': '1 portion', 'pack': ['BOR.w200', 'CSS.w20'], 'type': 'food', 'gtin': '', 'gtinRef': '', 'brand': '', 'time': '', 'event': 'declaration', 'serving': '', 'posiNormName': 0}, {'name': 'Sauce Tomate', 'normName': ' sauce tomate ', 'comment': 'sauce tomate', 'normComment': ' sauce tomate ', 'rank': 0, 'id': 'KCA#7d512351ce711d864802585661fe5016', 'quantity': 'une portion', 'quantityLem': '1 portion', 'pack': ['CSS.w15'], 'type': 'food', 'gtin': '', 'gtinRef': '', 'brand': '', 'time': '', 'event': 'declaration', 'serving': '', 'posiNormName': 0}, {'name': 'Fromage Râpé', 'normName': ' fromage rape ', 'comment': '', 'normComment': '', 'rank': 0, 'id': 'OFF#b6399ba387da30399314db63ef1fbc48', 'quantity': 'une portion', 'quantityLem': '1 portion', 'pack': ['CSL.w5'], 'type': 'food', 'gtin': '3228022954454', 'gtinRef': '3228022954454', 'brand': 'Président', 'time': '', 'event': 'declaration', 'serving': '', 'posiNormName': 0}], 'activity': [], 'response': {}}, 'cputime': 18.39791965484619} ---------------------------------------------------------------------------------- LLM CPU Time: 18.39791965484619