Riba:
- Ƙarfin fahimtar wajibcin samun ƙimar abinci mai gina jiki daga sanannun bayanan bayanai (USDA, TÜBER, BeBiS) maimakon daga ƙwaƙwalwar ƙwaƙwalwa ta wucin gadi.
- Ikon jagorantar basirar wucin gadi don yin lissafi da fassarar kawai tare da bayanan da aka zana daga tushen, tare da dabaru na RAG.
- Ƙarfin hana kurakuran abinci mai gina jiki ta hanyar la'akari da sauye-sauyen danye/dafafa, tsabtar yanki da daidaiton tushe
A tsakiyar aikin mai cin abinci na yau da kullun shine tambayar "nawa ne a cikin wannan abincin?" Akwai tambaya. Giram nawa na furotin a cikin gram 100 na nono kaji? Giram nawa na fiber ke cikin yanki na gurasar alkama? Calories nawa ne a cikin cokali na man zaitun? Amsoshin waɗannan tambayoyin ana gudanar da su a cikin bayanan abubuwan abinci - tebur na hukuma waɗanda ke jera abubuwan kuzari, macro da micronutrient na dubban abinci dangane da binciken dakin gwaje-gwaje. Kuskure mafi haɗari na basirar wucin gadi a cikin wannan filin shine tunanin cewa yana "tuna" waɗannan lambobi. Koyaya, ƙirar harshe baya haddace lambobi; Yana haifar da yuwuwar kuma sau da yawa yana ba da ƙimar da ke kusa da gaskiya amma wani lokacin kuskure mai tsanani. Babban saƙon wannan rukunin a bayyane yake: samun ƙimar abinci mai gina jiki daga bayanan da aka sani, ba daga ƙwaƙwalwar AI ba; Yi amfani da AI don aiki tare da cikakkun bayanai, ba don tunawa da bayanai ba.
Sanannen bayanan bayanai da abin da ake amfani da su
Manyan hanyoyin da aka fi amfani da su a duniya da kuma a Turkiyya sune:
database
Iyakar
karfi batu
Hankali
USDA FoodData Central (Amurka)
Manya-manya, ~ rubu'i miliyan
Cikakken, kyauta, tare da API
Amurka kayayyakin; Local Food Limited
TÜBER/Türkiye Kariyar Jagorar Gina Jiki
Abincin Turkiyya ya mayar da hankali
Abincin gida da rabo
Matsakaicin kunkuntar fiye da USDA
BeBiS (Tsarin Bayanan Abinci)
Manhajar gama gari a Turkiyya
Girke-girke na Turkiyya
Software mai lasisi
USDA/EuroFIR
Bayanan abun ciki na Turai
Matsayin tushen ƙasa
Samun shiga na iya zama cibiyoyi
Abin da ake nufi da "API" shine mahaɗar da ke ba software damar yin tambayoyi ta atomatik (ta atomatik) zuwa rumbun adana bayanai kuma ta karɓi ingantattun amsoshi. Samun API don albarkatu kamar USDA FoodData Central yana ba da damar haɗa kayan aikin AI zuwa ainihin bayanai a nan gaba. Wannan shi ne tushen tsarin "bayanai-kore AI": kada ku dace da samfuri, zana daga ainihin tushe.
Hankali: Kayan abinci iri ɗaya na iya nuna ƙima daban-daban a cikin mabambantan bayanai; Domin yanayin noma, iri-iri, hanyar dafa abinci da bincike sun bambanta. Babu lamba "daidai" guda ɗaya; Akwai iyaka mai ma'ana. Yi rikodin albarkatun da kuke amfani da su a cikin shirin abokin ciniki don ku kasance masu daidaito.
Ma'anar "Sakewa": haɗa AI zuwa tushen
A cikin aikace-aikacen zamani, hanyar haɗa AI zuwa ainihin bayanai shine tsarin RAG — Maidowa-Augmented Generation a Turanci. Kawai: maimakon dacewa da amsa daga ƙwaƙwalwar ajiya, ƙirar ta fara cire bayanan da suka dace daga tushen abin dogara (bayanai, daftarin aiki), sannan ya haifar da amsa dangane da wannan bayanan. A aikace kuna aiwatar da wannan ta hanyoyi biyu:
- Ciyarwar da hannu: Kuna kwafi ƙimar abinci daga teburin amintaccen kuma ku ba AI; AI kawai yana ƙididdigewa / fassara tare da wannan bayanan, baya ƙara lambobi daga ƙwaƙwalwar ajiyar kansa.
- Motar da aka haɗa: Kuna amfani da abin hawa mai haɗin bayanai; AI yana tura tambayar zuwa ainihin tushen kuma yana amfani da ƙimar da aka dawo.
A cikin lokuta biyu, mulkin zinariya iri ɗaya ne: lambar ta fito ne daga tushen, AI ta fassara shi. "Nawa baƙin ƙarfe ne a cikin gram 100 na lentil?" ya tambayi YZ. Don yin tambaya mara iyaka shine gayyatar ƙirƙira.
Samfurin na yau da kullun, samfuran alama da haɗin abinci
Ma'ajin bayanai na gina jiki suna da bayanai da yawa a ƙarƙashin suna ɗaya, kuma zaɓin rikodin kuskure shine tushen kuskuren shiru. Alal misali, neman "yogurt" zai ba ku da dama na bayanai daban-daban, irin su mai-mai-mai-mai-mai-mai-mai-mai-mai-mai-mai-mai-mai-mai-mai-mai-mai-mai-mai-mai-mai-mai-mai-mai-mai-mai-mai-mai-mai-mai-mai-mai-mai-mai-mai-mai-mai-mai-mai-mai-mai-mai-mai-mai-mai-mai-mai-mai-mai-mai-mai-mai-mai-mai-mai-mai-mai-mai-mai-mai-mai-mai-mai-mai)-nauyi-nauyin-nauyi) da yoghurt ɗin ’ya’yan itace masu zaki; Calories da macro suna da nisa sosai da juna. Yogurt na Girka yana da kusan sau biyu furotin na yogurt na yau da kullun. Hakazalika, bayanan “samfurin da aka sawa” (samfurin kamfani) da kuma bayanan “gabaɗaya abinci mai gina jiki” suna ɗauke da ƙima daban-daban. A cikin kyakkyawan aiki, kun dace da samfurin da abokin ciniki ke cinyewa a zahiri kamar yadda zai yiwu: idan zai yiwu, dangane da lakabin abinci mai gina jiki akan marufi, in ba haka ba za ku zaɓi bayanin mafi kusa a cikin bayanan. Tambayi AI "wanne rikodin zan zaɓa?" Lokacin da kuka tuntuba, zai iya ba ku shawarar kalmar nema daidai; amma zaɓin rikodin ƙarshe da kwatancen lakabin yana ƙarƙashin ikon ku. Yin amfani da rikodin iri ɗaya don abinci iri ɗaya a cikin tsarin tsari kuma yana da mahimmanci ga daidaito; Yin amfani da madara mai kitse rabin lokaci da madarar madara rabin lokaci zai karkatar da jimlar.
Juyin juzu'i da dafa abinci
Takaddun bayanai na abinci yawanci suna ba da ƙima a kowace gram 100 danye. Amma abokin ciniki yana cin dafaffen lentil, ba ɗanyen lentil ba. Nauyin yana canzawa ta hanyar sha ruwa yayin dafa abinci; gram 100 na danyar shinkafa yana ƙaruwa zuwa ~ 250-300 grams idan an dafa shi. Saboda haka, "dafa gram 200" da "danye 100 grams" suna da ma'auni na sinadirai daban-daban. AI na iya yin waɗannan canje-canje, amma yana iya rikitar da shugabanci. Koyaushe bayyana ko ƙimar da kuke amfani da ita danye ce ko dafaffe; wannan shine tushen kurakuran lissafi akai-akai.
uku mini lokuta
Case 1 - Kama hallucination. Wani masanin abinci ya tambayi YZ, "Giram nawa na furotin ne a cikin gram 100 na broccoli Boiled?" yana tambaya; AI ta ce "kimanin gram 8". Masanin ilimin abinci yana kallon USDA: ainihin ƙimar shine ~ 2.4 grams. AI ta haxa shi da bayanan legume/na goro kuma ya kumbura shi sau uku. Mai cin abinci yana amfani da ƙimar daidai. Darasi: koren kayan lambu ba su da ƙarancin furotin; Lambar ba daidai ba ce kawai saboda tana da kyau.
Case 2 - Rushewar Raw/dafasa. A cikin daftarin shirin, AI yana amfani da ɗanyen darajar "150 grams na taliya" (~ 525 kcal), yayin da abokin ciniki yana cin gram 150 na taliya mai dafa (~ 210 kcal). Bambanci shine 315 kcal a cikin abinci guda ɗaya, wanda shine babban bambanci ko da abinci ɗaya a rana. Masanin ilimin abinci yana fayyace sashin auna don "dafasa" kuma ya sake ƙirgawa.
Case 3 - Daidaitaccen amfani. Masanin ilimin abinci yana kwafin ƙimar gram 100 don kaza, shinkafa, da broccoli daga USDA, yana ba su ga AI tare da umarni don "kawai ƙididdige jimlar macro don abinci tare da wannan bayanan, ƙara lambobi daga ƙwaƙwalwar ajiyarta." AI kawai yana ƙarawa tare da lambobin da aka ba su; mai cin abinci ya tabbatar ta hanyar mayar da shi baya. Bayanai sun fito daga tushen, AI yayi lissafin.
Samfuran gaggawar da za a iya kwafi
KYAUTATA SAFIYA TARE DA SOURCE DATA (RAG Logic) Matsayin ku: mataimaki wanda ke aiki kawai tare da ƙimar sinadirai da AKA BAKU. KARA ko CANJA ƙimar abinci mai gina jiki daga ƙwaƙwalwar ajiyar ku. Idan bacewar bayanai rubuta "[no data]", gyara. Bayanai (a kowace g 100, tushen: USDA): Nono na kaza (dafasa): 165 kcal, 31 g furotin, 3.6 g mai, 0 g carbs- Shinkafa (dafasa): ...Aiki: Ƙirar kcal da macro don 120 g kaza + 150 g shinkafa.
KYAUTA TAFIYA/DAFAFA Ana bayar da ƙimar abinci mai zuwa a kowace g 100 RAW: [darajar]. Abokin ciniki yana cin [X] g DASUKA. Idan aka dafa, nauyin ~[rabo] yana canzawa. Don haka, ƙididdige ƙimar sinadirai na adadin da aka ci kuma ku rubuta KYAU wane zato kuke amfani da shi.
DATABASE TEMPLATE PREPARATION TEMPLATEI Ina so in nemo darajar sinadirai na abinci. Lissafa WANE kalma yakamata in bincika a cikin bayanan abinci (USDA/TUBER) don abinci masu zuwa, wanda rikodin ya kamata in zaɓa, ɗanye/dafasa. Kada ku ba da dabi'u a gare ku; kawai gaya mani daidai lokacin bincike da kuma batu na hankali. Abubuwan gina jiki: [...]
TASKAR TSINTSUWA Fassarar ƙimar sinadirai don abinci mai zuwa ta hanyoyi daban-daban guda biyu: (1) ɗauka cewa duk abinci danye ne, (2) ɗauka cewa an dafa duk abinci. Kwatanta jimlar biyun kuma bayyana inda bambancin ya fito. Don haka zan iya ganin wane zato nake buƙatar tabbatarwa.
Rauni mai ƙarfi / Ƙarfi mai ƙarfi
Rawanin faɗakarwa:
Calories nawa ne a cikin kwano na miya?
"Tsarin" ba shi da tabbas, girke-girke ba shi da tabbas, tushen ba ya nan; AI yana ƙirƙirar lamba daga ƙwaƙwalwar ajiyarsa kuma bai faɗi yadda ya fito da shi ba.
Ƙarfi mai ƙarfi:
Matsayinku: mataimaki wanda ke ƙididdigewa kawai tare da bayanan da aka bayar. Miyan Lentil = 300 g. Sinadaran (darajar da 100 g, tushen USDA, na ba da ƙasa): jan lentil (dafasa) [darajar], albasa [darajar], man zaitun [darajar]. Adadin kowane hidima: [...]. Yi ƙididdige jimlar kcal da macro tare da wannan bayanan, kar a ƙara daga ƙwaƙwalwar ajiya, nuna matakai.
Madogarar gaggawa ta biyu tana ba da sabis, ɗanyen bayanai / dafaffen bayanai, da ƙuntatawar "kada ku ƙara"; Fitowar abin dubawa ne kuma abin dogaro ne.
Kuskuren gama gari
- Aminta da ƙwaƙwalwar AI: Ƙarshen tambaya game da ƙimar abinci mai gina jiki; Wannan gayyata ce zuwa hallucination.
- Danye mai ruɗani/dafafa: Kuskuren shiru da aka fi sani da shi; Koyaushe fayyace naúrar awo.
- Rushewar tushen: Haɗa nau'ikan abubuwan gina jiki daban-daban daga ɗakunan bayanai daban-daban; Yi amfani da madaidaicin albarkatu a cikin tsari.
- Barin sashin a bayyane: Lissafin maganganu kamar "faranti", "hannun hannu" ba tare da maida su gram ba.
- Mayar da hankali ga lamba ɗaya maimakon kewayon: Manta cewa abinci iri ɗaya yana da madaidaitan ƙima; haifar da tabbaci na ƙarya.
a takaice
Bayanan abinci mai gina jiki shine yankin da samfurin harshe ya fi rauni; Domin samfurin baya tunawa da lambobi, yana samar da su. Don haka koyaushe sami ƙimar abinci mai gina jiki daga bayanan da aka sani (USDA, TÜBER, BeBiS) kuma yi amfani da AI don ƙididdigewa da fassara wannan bayanan kawai - dangane da dabaru na RAG, bayanan da aka ja daga tushen. Kula da danye/dafasa juye-juye, bayyananniyar yanki, da daidaiton tushe. Don kawai lambar ta fito da kyau ba daidai ba ne; Kuna iya samun gaskiya ta hanyar aiki tare da tushen.
Aikin aikace-aikace
Zabi abinci guda uku (misali, dafaffen ƙwai, gurasar alkama gabaɗaya, yogurt Girkanci). Da farko, tambayi AI bude-ƙarshen kuma sami ƙimar sa (daga ƙwaƙwalwar ajiyarsa). Sannan nemo ainihin ƙimar waɗannan abubuwan gina jiki iri ɗaya daga USDA FoodData Central. Kwatanta saitin biyu kuma rubuta a cikin tebur nawa sabawa ke cikin kowane abinci. Wannan tebur zai bayyana ka'idar "kada ku amince da ƙwaƙwalwar ajiya, hanyar haɗi zuwa tushe".
jerin abubuwan dubawa
- [ ] Na sami ƙimar abinci mai gina jiki daga sanannun bayanan bayanai, ba daga ƙwaƙwalwar AI ba.
- [ ] Na sanya ƙuntatawa akan AI don "aiki tare da bayanan da aka bayar kawai, kada ku ƙara komai".
- [ ] Na fayyace kowane abinci ko danye ne ko dafaffe.
- [ ] Na canza rabon zuwa gram; Ban bar "faranti/hantsi" a baya ba.
- [ ] Na yi amfani da madaidaicin tushe guda ɗaya a cikin tsari.
- [ ] Na tabbatar da jimillar AI ta hanyar ninka ta baya.