Input path: /home/debian/html/nutritwin/output_llm/68aa09bd94282/input.json Output path: /home/debian/html/nutritwin/output_llm/68aa09bd94282/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/68aa09bd94282/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": "frites", "quantity": "un bol", "cookingMethod": "frites", "type": "food", "event": "declaration" }, { "name": "sandwich", "quantity": "un", "type": "food", "event": "declaration" } ] ----------------------------------------------------------------------------- ----------------- Make it compliant ------------------ [ { "name": "frites", "quantity": "un bol", "cookingMethod": "frites", "type": "food", "event": "declaration" }, { "name": "sandwich", "quantity": "un", "type": "food", "event": "declaration" } ] ------------------------------------------------------ ------------------------ After simplification ------------------------ [ { "name": "frites", "quantity": "un bol", "cookingMethod": "frites", "type": "food", "event": "declaration" }, { "name": "sandwich", "quantity": "un", "type": "food", "event": "declaration" } ] ---------------------------------------------------------------------- --------------------------------- LLM result ----------------------------------- {'response': [{'name': 'frites', 'quantity': 'un bol', 'cookingMethod': 'frites', 'type': 'food', 'event': 'declaration'}, {'name': 'sandwich', 'quantity': 'un', 'type': 'food', 'event': 'declaration'}], 'cost': 0.0} -------------------------------------------------------------------------------- ----------- result to be analyzed ----------- {'name': 'frites', 'quantity': 'un bol', 'cookingMethod': 'frites', '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 '% frite %' AND (V_NormTrademark = '' OR V_NormTrademark IS NULL) ------------- Found solution (max 20) -------------- Frites 'Maison' - frite maison - - - 3422 - - - KCA#6ec1e15ff73bcad3fbd051039b73bfa2 Frites de Pommes de Terre - frite de pomme de terre - surgelées, en friteuse - - 16744 - - - CIQ#0c4d57d24137dff14aa6bf376be13ca2 Frites de Pommes de Terre - frite de pomme de terre - surgelées, rôties/cuites au four - - 0 - - - CIQ#571d6b6d0f633390e25650e96b014751 Frites de Pommes de Terre - frite de pomme de terre - surgelées, préfrites, pour cuisson en friteuse - - 0 - - - CIQ#21ddc69ae4c8625a72bf312be19b18c3 Frites de Pommes de Terre - frite de pomme de terre - surgelées, préfrites, pour cuisson micro-ondes - - 0 - - - CIQ#c18841fb320bbdc344009a2125172a51 Frites de Pommes de Terre - frite de pomme de terre - surgelées, préfrites, pour cuisson rôtie/ au four - - 0 - - - CIQ#2b65d7822d2029d73d7a8cdadd16e13a Frites Surgelées à Cuire au Four - frite surgelee cuire four - - - 152 - - - KCA#794e98f1683c35824e6507d3fe252634 Steak Frites - steak frite - steak frites - - 0 - - - KCA#7b6b2abd661e1054cfba0cf998b2743f Morue Frite à la Toulonnaise - morue frite toulonnaise - - - 16 - - - KCA#bd216e7cd84a2d4d1a581f9eb62190e3 Courgettes Frites - courgette frite - - - 207 - - - KCA#959d0fa787188921ad4497a575b243ab Limande Panée Frite - limande panee frite - - - 107 - - - KCA#2c105974e5192e41d62c0780e57f7604 Pomme de Terre Frites - pomme de terre frite - - - 178 - - - KCA#d9391c743d3aee9e28d0940b17624718 Pomme de Terre Frites Cuites Non Salée - pomme de terre frite cuite non salee - - - 23 - - - KCA#f19fd72e799df4bd4db76e1e319135fd Langoustine, Panée, Frite - langoustine panee frite - - - 7 - - - KCA#f3292cd52902facb04347cf1a7282593 ---------------------------------------------------- ----------- result to be analyzed ----------- {'name': 'sandwich', 'quantity': 'un', '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 '% sandwich %' AND (V_NormTrademark = '' OR V_NormTrademark IS NULL) ------------- Found solution (max 20) -------------- Sandwich - sandwich - - - 43 - - - CIQ#d04a289c52343e85dfc2a31bf6d60efe Sandwich Panini - sandwich panini - jambon cru, mozzarella, tomates - - 569 - - - CIQ#5495daff17d84f87d1ab72bab35646cc Sandwich Baguette - sandwich baguette - - - 0 - - - CIQ#ecdbce2254ce082246ccea95b54322d3 Sandwich Baguette - sandwich baguette - jambon, beurre - - 544 - - - CIQ#bd804df922badefbc8215232b9b741aa Sandwich Baguette - sandwich baguette - salami, beurre - - 59 - - - CIQ#92b9f1c35fd21237d9716ba633faf6c3 Sandwich Baguette - sandwich baguette - jambon emmental - - 0 - - - CIQ#a3044be4730437e3137525aaa8469e38 Sandwich Baguette - sandwich baguette - pâté, cornichons - - 138 - - - CIQ#dffdf1e5117ae64f00c22627ab3670f2 Sandwich Baguette - sandwich baguette - camembert, beurre - - 23 - - - CIQ#0080a72a2d54a3ea5e04c0c631ac01fd Sandwich Baguette - sandwich baguette - saucisson, beurre - - 0 - - - CIQ#64a51f36b8fcf7fb6aa69713d78a7477 Sandwich Baguette - sandwich baguette - saumon fumé, beurre - - 191 - - - CIQ#f319acba3059dd568c3ec0b09ffee8cd Sandwich Baguette - sandwich baguette - thon, maïs, crudités - - 0 - - - CIQ#6bc3fa7c33408c471a521687ea57c022 Sandwich Baguette - sandwich baguette - jambon, emmental, beurre - - 5174 - - - CIQ#d4b56c51ab3ed4856726dc5540397da5 Sandwich Baguette - sandwich baguette - merguez, ketchup moutarde - - 71 - - - CIQ#5f4dda655b3b11f243dc5af84eb97c1f Sandwich Baguette - sandwich baguette - crudités diverses, mayonnaise - - 17 - - - CIQ#80a019abb0e07979e1fadd760efb9be0 Sandwich Baguette - sandwich baguette - oeuf, crudités, tomate, salade, mayonnaise - - 0 - - - CIQ#ce1d206be86434bec3c26d455f9689e4 Sandwich Baguette - sandwich baguette - porc, crudités, tomate, salade, mayonnaise - - 0 - - - CIQ#8e8c84ec0b67513a1590bfedccec16eb Sandwich Baguette - sandwich baguette - thon, crudités, tomate, salade, mayonnaise - - 0 - - - CIQ#2216cbeb818ce287e644567239e12d90 Sandwich Baguette - sandwich baguette - dinde, crudités, tomate, salade, mayonnaise - - 0 - - - CIQ#1c19785531992d7f6a59485b7ce19ca8 Sandwich Baguette - sandwich baguette - poulet, crudités, tomate, salade, mayonnaise - - 0 - - - CIQ#3d6b1b2e72884eb8494f20f7bb6afba0 Sandwich Baguette - sandwich baguette - jambon, oeuf dur, crudités, tomate, salade, beurre - - 0 - - - CIQ#f0412e36d0218917bace2a1194833eed ---------------------------------------------------- --------------------------------- final result ----------------------------------- {'prompt': '', 'model': 'mistral-large-2411', 'imagePath': '/home/debian/html/nutritwin/output_llm/68aa09bd94282/capture.jpg', 'intents': ['Identify foods and beverages in an image'], 'solutions': {'nutrition': [{'name': "Frites 'Maison'", 'normName': ' frite maison ', 'comment': '', 'normComment': '', 'rank': 3422, 'id': 'KCA#6ec1e15ff73bcad3fbd051039b73bfa2', 'quantity': 'un bol', 'quantityLem': '1 bol', 'pack': ['FRI.w200', 'APL.w200'], 'type': 'food', 'gtin': '', 'gtinRef': '', 'brand': '', 'time': '', 'event': 'declaration', 'serving': 'FRI.w200-1bol', 'posiNormName': 0}, {'name': 'Sandwich', 'normName': ' sandwich ', 'comment': '', 'normComment': '', 'rank': 43, 'id': 'CIQ#d04a289c52343e85dfc2a31bf6d60efe', 'quantity': 'un', 'quantityLem': '1', 'pack': ['SAN.w250'], 'type': 'food', 'gtin': '', 'gtinRef': '', 'brand': '', 'time': '', 'event': 'declaration', 'serving': 'SAN-100', 'posiNormName': 0}], 'activity': [], 'response': {}}, 'cputime': 3.974785804748535} ---------------------------------------------------------------------------------- LLM CPU Time: 3.974785804748535