Input path: /home/debian/html/nutritwin/output_llm/67b1dfbf4fd2a/input.json Output path: /home/debian/html/nutritwin/output_llm/67b1dfbf4fd2a/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/67b1dfbf4fd2a/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": "œuf", "quantity": "trois", "cookingMethod": "dur", "type": "food", "event": "declaration" }, { "name": "chou", "quantity": "une portion", "cookingMethod": "cru", "type": "food", "event": "declaration" }, { "name": "carotte", "quantity": "une portion", "cookingMethod": "râpée", "type": "food", "event": "declaration" }, { "name": "chou rouge", "quantity": "une portion", "cookingMethod": "cru", "type": "food", "event": "declaration" }, { "name": "cornichon", "quantity": "trois", "cookingMethod": "mariné", "type": "food", "event": "declaration" }, { "name": "vin blanc", "quantity": "un verre", "type": "beverage", "event": "declaration" } ] ----------------------------------------------------------------------------- ----------------- Make it compliant ------------------ [ { "name": "œuf", "quantity": "trois", "cookingMethod": "dur", "type": "food", "event": "declaration" }, { "name": "chou", "quantity": "une portion", "cookingMethod": "cru", "type": "food", "event": "declaration" }, { "name": "carotte", "quantity": "une portion", "cookingMethod": "râpée", "type": "food", "event": "declaration" }, { "name": "chou rouge", "quantity": "une portion", "cookingMethod": "cru", "type": "food", "event": "declaration" }, { "name": "cornichon", "quantity": "trois", "cookingMethod": "mariné", "type": "food", "event": "declaration" }, { "name": "vin blanc", "quantity": "un verre", "type": "beverage", "event": "declaration" } ] ------------------------------------------------------ ------------------------ After simplification ------------------------ [ { "name": "\u0153uf", "quantity": "trois", "cookingMethod": "dur", "type": "food", "event": "declaration" }, { "name": "chou", "quantity": "une portion", "cookingMethod": "cru", "type": "food", "event": "declaration" }, { "name": "carotte", "quantity": "une portion", "cookingMethod": "r\u00e2p\u00e9e", "type": "food", "event": "declaration" }, { "name": "chou rouge", "quantity": "une portion", "cookingMethod": "cru", "type": "food", "event": "declaration" }, { "name": "cornichon", "quantity": "trois", "cookingMethod": "marin\u00e9", "type": "food", "event": "declaration" }, { "name": "vin blanc", "quantity": "un verre", "type": "beverage", "event": "declaration" } ] ---------------------------------------------------------------------- --------------------------------- LLM result ----------------------------------- {'response': [{'name': 'œuf', 'quantity': 'trois', 'cookingMethod': 'dur', 'type': 'food', 'event': 'declaration'}, {'name': 'chou', 'quantity': 'une portion', 'cookingMethod': 'cru', 'type': 'food', 'event': 'declaration'}, {'name': 'carotte', 'quantity': 'une portion', 'cookingMethod': 'râpée', 'type': 'food', 'event': 'declaration'}, {'name': 'chou rouge', 'quantity': 'une portion', 'cookingMethod': 'cru', 'type': 'food', 'event': 'declaration'}, {'name': 'cornichon', 'quantity': 'trois', 'cookingMethod': 'mariné', 'type': 'food', 'event': 'declaration'}, {'name': 'vin blanc', 'quantity': 'un verre', 'type': 'beverage', 'event': 'declaration'}], 'cost': 0.0} -------------------------------------------------------------------------------- ----------- result to be analyzed ----------- {'name': 'œuf', 'quantity': 'trois', 'cookingMethod': 'dur', '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 '% oeuf %' AND (V_NormTrademark = '' OR V_NormTrademark IS NULL) ------------- Found solution (max 20) -------------- Oeuf - oeuf - cru - - 177 - - - CIQ#89c78a1c04879b2ae973694f50092c79 Oeuf - oeuf - dur - - 0 - - - CIQ#fda269f79263c80adf5b9b2c3c29c1d7 Oeuf - oeuf - poché - - 0 - - - CIQ#8d04a52d9c575bdba000c6f1cf343ab0 Oeuf - oeuf - en poudre - - 0 - - - CIQ#f4b4ef030ae3fcf5bbfea0a792a9ab66 Oeuf - oeuf - à la coque - - 3414 - - - CIQ#37567ba433b1d5278fcb1a7813128c96 Oeuf - oeuf - blanc, blanc d'oeuf - - 0 - - - CIQ#f8541a0a53cfc718c4be702af74b13a6 Oeuf - oeuf - jaune, jaune d'oeuf - - 0 - - - CIQ#caff0c1a1a02e4d086dd987b784e898a Oeuf - oeuf - au plat, frit, salé - - 0 - - - CIQ#f9852838d9a21ae4940ea5102b58e8d1 Oeuf - oeuf - blanc, blanc d'oeuf, cru - - 0 - - - CIQ#91658f86dcc6220b09b2ffc7d5e4d309 Oeuf - oeuf - jaune, jaune d'oeuf, cru - - 0 - - - CIQ#cab44469339c33f14bf4c536019e8f57 Oeuf - oeuf - au plat, sans matière grasse - - 0 - - - CIQ#36e518c64c0e0c5a908f4674e1587a9c Oeuf - oeuf - brouillé, avec matière grasse - - 0 - - - CIQ#89ffd23269a5b9a6910f6a7bb1a17945 Oeuf - oeuf - blanc, blanc d'oeuf, en poudre - - 0 - - - CIQ#6dc23efe8a247a89ac865e3539278bb1 Oeuf - oeuf - jaune, jaune d'oeuf, en poudre - - 0 - - - CIQ#20ab10b969e15e835fce7d54c1815eeb Oeuf Dur - oeuf dur - - - 34213 - - - KCA#0c9196f2d28e211ac0aeb81d4c9361a9 Oeuf Poché - oeuf poche - - - 645 - - - KCA#1759edc574d011bf3a8af743ed941e6e Oeuf d'Oie - oeuf oie - cru - - 0 - - - CIQ#d5a0273c1cb314a819952b4272379b24 Oeuf Miroir - oeuf miroir - - - 11945 - - - KCA#5cf9cdac852c9777e406442fcfd51315 Oeufs Panés - oeuf pane - - - 15 - - - KCA#476eea019750878ec03fbc60bcfa9020 Oeufs Frits - oeuf frit - aux Tomates Provençales - - 13 - - - KCA#1939ad70c8a272d6285ac0509778f087 ---------------------------------------------------- ----------- result to be analyzed ----------- {'name': 'chou', 'quantity': 'une portion', 'cookingMethod': 'cru', '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 '% chou %' AND (V_NormTrademark = '' OR V_NormTrademark IS NULL) ------------- Found solution (max 20) -------------- Chou - chou - - - 1970 - - - KCA#03da66f29a5aea409ea105a6a4386e78 Chou Rave - chou rave - - - 103 - - - KCA#75430346e5e968fabfee5d67cd45cddb Chou Vert - chou vert - bouilli/cuit à l'eau - - 0 - - - CIQ#8aee06bbcaa6a4df75270badb4dda101 Chou Farci - chou farci - - - 176 - - - CIQ#abf6ea40870be038443e4d6e9f1579f2 Chou-navet - chou navet - - - 64 - - - KCA#b7c36ac90370feadcfbd39a7e373fa30 Chou-fleur - chou fleur - - - 9 - - - CIQ#88e63d79d60e39c330f0ed53344f66df Chou Rouge - chou rouge - cru - - 0 - - - CIQ#ce997e323d5ff578499c2a6c7dae7041 Chou-fleur - chou fleur - cru - - 0 - - - CIQ#19db0aff6123dbd60d541a92ea6ed583 Chou Blanc - chou blanc - cru - - 0 - - - CIQ#d9c52e561752756179a39fb42d93a88e Chou-fleur - chou fleur - surgelé - - 0 - - - CIQ#eeb4f4cff202d35512b4ad669dc416b8 Chou-fleur - chou fleur - à la vapeur - - 0 - - - CIQ#7634cc585b207ea9d9b22baccd3221f5 Chou Rouge - chou rouge - à l'étouffée - - 0 - - - CIQ#3971b01366ea0eac5342494f93ac6cff Chou Blanc - chou blanc - bouilli/cuit à l'eau - - 0 - - - CIQ#18cc6fcd0bdc80e229a2e4bf85b02d13 Chou Blanc Cru - chou blanc cru - - - 865 - - - KCA#f191ec6d51484077b8a9da9bc8deac5f Chou Fleur Cru - chou fleur cru - - - 496 - - - KCA#aee6ffb971891d375f4736d506118592 Chou au Boudin - chou boudin - - - 5 - - - KCA#1fc8092fa8e9a951e3f910ce899893ba Chou Fleur Cuit - chou fleur cuit - - - 3659 - - - KCA#a330e8679991465541c78ff87eafccc1 Chou à l'Étouffée - chou etouffee - - - 44 - - - KCA#ab2acd95784534da9633ad06f0a8d968 Chou de Bruxelles - chou de bruxelle - bouilli/cuit à l'eau - - 0 - - - CIQ#8a8fc9eb2754ec56d027c7f6182d024f Choux de Bruxelles - chou de bruxelle - - - 1678 - - - KCA#b368d7efbce60f6fa04fd92735c6145a ---------------------------------------------------- ----------- result to be analyzed ----------- {'name': 'carotte', 'quantity': 'une portion', 'cookingMethod': 'râpée', '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 '% carotte %' AND (V_NormTrademark = '' OR V_NormTrademark IS NULL) ------------- Found solution (max 20) -------------- Carotte - carotte - - - 0 - - - CIQ#c25a5ac9d76a886e8d048234775511cc Carotte - carotte - crue - - 1 - - - CIQ#a7874f4f33fb2dbc15824a2e825563a1 Carotte - carotte - purée - - 0 - - - CIQ#9c5ebd1506b8bd79c185157a907e5bdb Carotte - carotte - surgelée - - 45 - - - CIQ#e3009eb73fdd922e2253b10af6bfa6d9 Carotte - carotte - égouttée - - 0 - - - CIQ#949bbc6db954a7c778a54ae6468f63c7 Carotte - carotte - à la vapeur - - 0 - - - CIQ#1de710714c0199745f6629010e1f4b1b Carotte - carotte - purée cuisinée à la crème - - 0 - - - CIQ#32559c9674d3bad3a4340c9eae6501ad Carotte - carotte - bouillie/cuite à l'eau, fondante - - 0 - - - CIQ#82c4ed5b7b54f49bfca9f849a0c03b48 Carotte - carotte - bouillie/cuite à l'eau, croquante - - 0 - - - CIQ#5cd51d236a0a8e7c95564dd5f01f45d9 Carotte (jus) - carotte - - - 12544 - - - KCA#c25a5ac9d76a886e8d048234775511cc Carottes Vichy - carotte vichy - - - 2919 - - - KCA#c3d70e0599b5f9ed8f8c5855114d2920 Carottes Rapées - carotte rapee - - - 11844 - - - KCA#5bab4982631307ce183c664c08e55546 Carottes Rapées - carotte rapee - à l'Orange - - 32 - - - KCA#73ce70cd5efc3dc60888616fadfd35af Carottes Surgelées - carotte surgelee - - - 0 - - - KCA#13cc5a1b7bf3fb616eae70ea61518915 Carottes à l'Étuvée - carotte etuvee - - - 1807 - - - KCA#49cbbe74a431d4e41b8704d1fe93ec8e Carottes Râpées Nature - carotte rapee nature - - - 1074 - - - KCA#08362e84e9b96863e50aef4a65b95bf4 Carottes à la Fermière - carotte fermiere - - - 180 - - - KCA#84ed7da5773a27fe3972f5bfb0dbc423 Carotte Râpée à la Vinaigrette - carotte rapee vinaigrette - - - 1371 - - - KCA#550aab930f59f61f6d4b015c1f19f2a7 Soupe à la Carotte - soupe carotte - - - 4 - - - CIQ#caea7c027f921522fe3dfa8ae19f528d Flan aux Carottes - flan au carotte - - - 195 - - - KCA#aa67df5d93c0fe5f69f4a1cbc7b479be ---------------------------------------------------- ERROR: no solution for picto in the first solution ERROR: no solution for picto in the first solution ----------- result to be analyzed ----------- {'name': 'chou rouge', 'quantity': 'une portion', 'cookingMethod': 'cru', '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 '% chou rouge %' AND (V_NormTrademark = '' OR V_NormTrademark IS NULL) ------------- Found solution (max 20) -------------- Chou Rouge - chou rouge - cru - - 0 - - - CIQ#ce997e323d5ff578499c2a6c7dae7041 Chou Rouge - chou rouge - à l'étouffée - - 0 - - - CIQ#3971b01366ea0eac5342494f93ac6cff Chou Rouge en Daube - chou rouge en daube - - - 6 - - - KCA#e28c6db0dae586ce77fef3b1113f914a Chou Rouge aux Marrons - chou rouge au marron - - - 22 - - - KCA#8e63a93b8367bf737960134e66c7117b Chou Rouge Cuit à l'Eau - chou rouge cuit eau - - - 69 - - - KCA#f4c5589147fe95a2314e0a9106fce932 Salade de Chou Rouge - salade de chou rouge - - - 465 - - - KCA#a151fb7fdb469e2f6d11a840ccb16d8d Canard aux Choux Rouges - canard au chou rouge - - - 19 - - - KCA#6f6db53496c41c20feb2a331a045bc0c Salade Chaude au Chou Rouge et aux Lardons - salade chaude chou rouge au lardon - - - 29 - - - KCA#325dfeb5ff8f83b2e8217c45164b8046 ---------------------------------------------------- ----------- result to be analyzed ----------- {'name': 'cornichon', 'quantity': 'trois', 'cookingMethod': 'mariné', '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 '% cornichon %' AND (V_NormTrademark = '' OR V_NormTrademark IS NULL) ------------- Found solution (max 20) -------------- Cornichon - cornichon - aigre-doux - - 0 - - - CIQ#6047d565cdfe6903e42e91d933bb6cbd Cornichon - cornichon - au vinaigre - - 4613 - - - CIQ#ff6e35c9260807fe65c232c345e63614 ---------------------------------------------------- ----------- result to be analyzed ----------- {'name': 'vin blanc', 'quantity': 'un verre', 'type': 'beverage', '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 '% vin blanc %' AND (V_NormTrademark = '' OR V_NormTrademark IS NULL) ------------- Found solution (max 20) -------------- Vin Blanc - vin blanc - - - 22924 - - - KCA#0a40d7fc7234085d12af2089c75f862b Bar au Vin Blanc - bar vin blanc - - - 30 - - - KCA#1ad8f1259ed6c3bf39ce51b22b7f6ec5 Dorade au Vin Blanc - dorade vin blanc - - - 140 - - - KCA#31a50d86b8de5651b38155aedb86fc12 Chipolatas au Vin Blanc - chipolata vin blanc - - - 8 - - - KCA#5fba9f7a50300f3dec74a85c0b8a3ab7 Filets de Sole au Vin Blanc - filet de sole vin blanc - - - 10 - - - KCA#60da34caa42d27c3591d73537fd28ca7 ---------------------------------------------------- --------------------------------- final result ----------------------------------- {'prompt': '', 'model': 'mistral-large-2411', 'imagePath': '/home/debian/html/nutritwin/output_llm/67b1dfbf4fd2a/capture.jpg', 'intents': ['Identify foods and beverages in an image'], 'solutions': {'nutrition': [{'name': 'Oeuf', 'normName': ' oeuf ', 'comment': 'cru', 'normComment': ' cru ', 'rank': 177, 'id': 'CIQ#89c78a1c04879b2ae973694f50092c79', 'quantity': 'trois', 'quantityLem': '3', 'pack': ['OEU.w60'], 'type': 'food', 'gtin': '', 'gtinRef': '', 'brand': '', 'time': '', 'event': 'declaration', 'serving': 'OEU-300', 'posiNormName': 0}, {'name': 'Chou', 'normName': ' chou ', 'comment': '', 'normComment': '', 'rank': 1970, 'id': 'KCA#03da66f29a5aea409ea105a6a4386e78', 'quantity': 'une portion', 'quantityLem': '1 portion', 'pack': ['LEG.w150'], 'type': 'food', 'gtin': '', 'gtinRef': '', 'brand': '', 'time': '', 'event': 'declaration', 'serving': 'LEG-100', 'posiNormName': 0}, {'name': 'Carotte', 'normName': ' carotte ', 'comment': 'purée', 'normComment': ' puree ', 'rank': 0, 'id': 'CIQ#9c5ebd1506b8bd79c185157a907e5bdb', 'quantity': 'une portion', 'quantityLem': '1 portion', 'pack': ['LEG.w150'], 'type': 'food', 'gtin': '', 'gtinRef': '', 'brand': '', 'time': '', 'event': 'declaration', 'serving': 'LEG-100', 'posiNormName': 0}, {'name': 'Chou Rouge', 'normName': ' chou rouge ', 'comment': 'cru', 'normComment': ' cru ', 'rank': 0, 'id': 'CIQ#ce997e323d5ff578499c2a6c7dae7041', 'quantity': 'une portion', 'quantityLem': '1 portion', 'pack': ['APL.w150'], 'type': 'food', 'gtin': '', 'gtinRef': '', 'brand': '', 'time': '', 'event': 'declaration', 'serving': 'APL-100', 'posiNormName': 0}, {'name': 'Cornichon', 'normName': ' cornichon ', 'comment': 'aigre-doux', 'normComment': ' aigre dou ', 'rank': 0, 'id': 'CIQ#6047d565cdfe6903e42e91d933bb6cbd', 'quantity': 'trois', 'quantityLem': '3', 'pack': ['COR.w5'], 'type': 'food', 'gtin': '', 'gtinRef': '', 'brand': '', 'time': '', 'event': 'declaration', 'serving': 'COR-300', 'posiNormName': 0}, {'name': 'Vin Blanc', 'normName': ' vin blanc ', 'comment': '', 'normComment': '', 'rank': 22924, 'id': 'KCA#0a40d7fc7234085d12af2089c75f862b', 'quantity': 'un verre', 'quantityLem': '1 verre', 'pack': ['VAV', 'VAD'], 'type': 'beverage', 'gtin': '', 'gtinRef': '', 'brand': '', 'time': '', 'event': 'declaration', 'serving': 'VAV-100', 'posiNormName': 0}], 'activity': [], 'response': {}}, 'cputime': 9.329658031463623} ---------------------------------------------------------------------------------- LLM CPU Time: 9.329658031463623