Input path: /home/debian/html/nutritwin/output_llm/6797f3673b9ba/input.json Output path: /home/debian/html/nutritwin/output_llm/6797f3673b9ba/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/6797f3673b9ba/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": "satay de poulet", "quantity": "un plat", "cookingMethod": "sauté", "type": "food", "event": "unknownEvent" }, { "name": "riz", "quantity": "un plat", "cookingMethod": "cuit", "type": "food", "event": "unknownEvent" }, { "name": "sauce aux cacahuètes", "quantity": "un plat", "cookingMethod": "mélangé", "type": "food", "event": "unknownEvent" } ] ----------------------------------------------------------------------------- ----------------- Make it compliant ------------------ [ { "name": "satay de poulet", "quantity": "un plat", "cookingMethod": "sauté", "type": "food", "event": "unknownEvent" }, { "name": "riz", "quantity": "un plat", "cookingMethod": "cuit", "type": "food", "event": "unknownEvent" }, { "name": "sauce aux cacahuètes", "quantity": "un plat", "cookingMethod": "mélangé", "type": "food", "event": "unknownEvent" } ] ------------------------------------------------------ ------------------------ After simplification ------------------------ [ { "name": "satay de poulet", "quantity": "un plat", "cookingMethod": "saut\u00e9", "type": "food", "event": "unknownEvent" }, { "name": "riz", "quantity": "un plat", "cookingMethod": "cuit", "type": "food", "event": "unknownEvent" }, { "name": "sauce aux cacahu\u00e8tes", "quantity": "un plat", "cookingMethod": "m\u00e9lang\u00e9", "type": "food", "event": "unknownEvent" } ] ---------------------------------------------------------------------- --------------------------------- LLM result ----------------------------------- {'response': [{'name': 'satay de poulet', 'quantity': 'un plat', 'cookingMethod': 'sauté', 'type': 'food', 'event': 'unknownEvent'}, {'name': 'riz', 'quantity': 'un plat', 'cookingMethod': 'cuit', 'type': 'food', 'event': 'unknownEvent'}, {'name': 'sauce aux cacahuètes', 'quantity': 'un plat', 'cookingMethod': 'mélangé', 'type': 'food', 'event': 'unknownEvent'}], 'cost': 0.0} -------------------------------------------------------------------------------- ----------- result to be analyzed ----------- {'name': 'satay de poulet', 'quantity': 'un plat', 'cookingMethod': 'sauté', 'type': 'food', 'event': 'unknownEvent'} 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 '% satay de poulet %' AND (V_NormTrademark = '' OR V_NormTrademark IS NULL) --> CPU time in DB: 0.1164 seconds Word: Poulet Satay et Son Riz - dist: 0.44843366742134094 - row: 45733 Word: Poulet Sauce Satay et Riz - dist: 0.4777472913265228 - row: 36435 Word: Brochettes de Poulet Sat - dist: 0.5240671038627625 - row: 35874 Word: 8 Bouchées de Poulet au Saté - dist: 0.5304416418075562 - row: 36096 Word: 10 Brochettes de Poulet au Curry Avec Sauce Satay - dist: 0.5400435924530029 - row: 37247 Found embedding word: Poulet Satay et Son Riz 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 = 'Poulet Satay et Son Riz' ------------- Found solution (max 20) -------------- Poulet Satay et Son Riz - poulet satay son riz - - Carrefour - 0 - 3560070976478 - 3560070976478 - OFF#f8c6811c8cfa48a7fc29a6a7ac77e561 ---------------------------------------------------- ERROR: no solution for picto in the first solution ----------- result to be analyzed ----------- {'name': 'riz', 'quantity': 'un plat', 'cookingMethod': 'cuit', 'type': 'food', 'event': 'unknownEvent'} 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 aux cacahuètes', 'quantity': 'un plat', 'cookingMethod': 'mélangé', 'type': 'food', 'event': 'unknownEvent'} 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 au cacahuete %' AND (V_NormTrademark = '' OR V_NormTrademark IS NULL) --> CPU time in DB: 0.1110 seconds Word: Cacahuètes Sauce Caramel - dist: 0.5770659446716309 - row: 49187 Word: Soufflés à la Cacahuète - dist: 0.6033883094787598 - row: 6823 Word: Cacahuètes à l'Ancien - dist: 0.6145797371864319 - row: 31673 Word: Sauce au Chocolat - dist: 0.6149881482124329 - row: 539 Word: Cacahuètes - dist: 0.6170303225517273 - row: 3954 Found embedding word: Cacahuètes Sauce Caramel 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 = 'Cacahuètes Sauce Caramel' ------------- Found solution (max 20) -------------- Cacahuètes Sauce Caramel - cacahuete sauce caramel - - Auchan - 0 - 3596710444755 - 3596710444755 - OFF#6c0d9674d4685b971ed953ae3573dee4 ---------------------------------------------------- ERROR: no solution for picto in the first solution --------------------------------- final result ----------------------------------- {'prompt': '', 'model': 'mistral-large-2411', 'imagePath': '/home/debian/html/nutritwin/output_llm/6797f3673b9ba/capture.jpg', 'intents': ['Identify foods and beverages in an image'], 'solutions': {'nutrition': [{'name': 'Poulet Satay et Son Riz', 'normName': ' poulet satay son riz ', 'comment': '', 'normComment': '', 'rank': 0, 'id': 'OFF#f8c6811c8cfa48a7fc29a6a7ac77e561', 'quantity': 'un plat', 'quantityLem': '1 plat', 'pack': ['HEN.w300'], 'type': 'food', 'gtin': '3560070976478', 'gtinRef': '3560070976478', 'brand': 'Carrefour', 'time': '', 'event': 'unknownEvent', 'serving': '', 'posiNormName': -1}, {'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': 'un plat', 'quantityLem': '1 plat', 'pack': ['BOR.w200', 'CSS.w20'], 'type': 'food', 'gtin': '', 'gtinRef': '', 'brand': '', 'time': '', 'event': 'unknownEvent', 'serving': '', 'posiNormName': 0}, {'name': 'Cacahuètes Sauce Caramel', 'normName': ' cacahuete sauce caramel ', 'comment': '', 'normComment': '', 'rank': 0, 'id': 'OFF#6c0d9674d4685b971ed953ae3573dee4', 'quantity': 'un plat', 'quantityLem': '1 plat', 'pack': ['AA2.w40', 'GLA.w40'], 'type': 'food', 'gtin': '3596710444755', 'gtinRef': '3596710444755', 'brand': 'Auchan', 'time': '', 'event': 'unknownEvent', 'serving': '', 'posiNormName': -1}], 'activity': [], 'response': {}}, 'cputime': 6.725724220275879} ---------------------------------------------------------------------------------- LLM CPU Time: 6.725724220275879