boole IA
Together IA platform cloud la buñ tabax ngir IA bu ubbeeku, may developpeur yi ñu daw, defar bu baax, ak tàggat model yu melni Llama ak DeepSeek ci infrastructure GPU yu gaaw.
Résumé
It matters because it gives teams a transparent, lower-cost alternative to closed model providers without giving up control of their data.
Plongeur bu xóot
Vipul Ved Prakash ak ay gëstukat yu lëkkalook Stanford ñoo ko sos ci 2022, Together IA dafa taxawal boppam ni cloud ngir IA buy ubbeeku ak defar ay mbir. Li gëna am solo mooy platform inference biy liggéey ci téemeeri model yu ubbeeku yu melni Llama, Mistral, Qwen, ak DeepSeek jaaraleko ci API yu méngoo, kon weccoo ci model bu ubbeeku mën na nekk benn-. Dafay luwaase itam ay cluster GPU (Clusters GPU / jëfandikoo GPU ci saasi) ngir tàggat yaram ba noppi di joxe jumtukaayi defar bu baax. Benn bànxaasu gëstu dafa jàppale ci ay projet yu melni RedPajama, ab setu done bu ubbeeku buy defaraat done yu tàggat yaram yu Llama, ak ay gëna xéewale yu melni FlashAttention. Terrain bi: moom sa bopp bu ubbeeku ak sarwis bu gaaw, yomb te baax ci liggéey bi.
Gis-gis xarala
Gaawaayu Together mingi aju ci ingenieur inference, du ci hardware bu ñor kese. Dafay jëfandikoo kernel yuñ gëna defar (yu bawoo ci liggéeyu FlashAttention), dekodaas bu xalaat, kantite, ak batching bu wéy ngir push yeneen token ci GPU bu nekk. Modèle yi ñu ngi leen joxe ci ginnàaw OpenAI- REST API bu méngoo, kon laaj yi dañuy nuru ay poñ yu mujj yu jënd ak jaay waaye yoon wi jëm ci poid yu ubbeeku yi. Ngir tàggat, dafay boole GPU yi ci cluster yu am bandwidth bu kawe ak interconnect yu gaaw, ba noppi ekipu gëstukat yi amnañu ay done yu ubbeeku ak ay pexe yuy feedback ci platform bi.
njeextalu pexe
Pexem jaaykat
Kartu yoonu jaaykat yi ñooy wane man-man yi sa ekip mëna tabax ci kanam.
Njëgg ak budget
Anamu jënd ak jaay ak tànneefi dugal dañu am njeexital ci njëg ak risk ci diir bu xawa yàgg.
Risk ak kaaraange
Li liggéeyukaay bi di ñaax mooy tëral ni produit bi di doxee, kaaraange gi ak ubbeeku gi.
Ëlëgu IA
IA ñoom ñaar ñu ngi yéeg ci xeetu model yu ubbeeku yi - DeepSeek, Llama, Qwen - yuy gëna xëcc sistem yu tëju yi. Xaarandi dugal xaalis bu gëna xóot ci inference bu gëna yomb, sarwis modelu xalaat, liggéey yu bari, ak kàttan GPU buñ denc ngir liggéeyukaay yi moytu yónnee ay done ci API yu tëju yi. Ginaaw poid yu ubbeeku yi dañuy tëj bërëbu kalite bi, Together's bet mooy liggéeyukaay yu bari dina ñu bëgga am seen model ak personaalise ko. Compétition biy bawoo ci hyperscalers ak yeneen niir GPU dina fitnaal marge yi, push ñu yokk seen spesialisasioŋ ci performance ak jaar-jaaru developpeur.
Doxal ci àdduna dëgg
Ab ndoorte dafay weccoo API OpenAI ak benn xeetu Llama ci OpenAI-poñ bi méngoo ak Together ngir wàññi njëgu inference bi boole ci tëye benn kode bi.
Benn liggéeyukaay dafay luwe benn cluster GPU buñ jagleel Together ngir gëna suqali benn model bu ubbeeku ci këyitu interne yu privé.
Developpeur bi dafay jëfandikoo API bu amul serwër bu Together ngir doxal DeepSeek ngir chatbot te du yor benn jumtukaayu GPU.
Benn ekipu gëstukat dafay jëfandikoo setu done RedPajama bu Together ak jumtukaay ngir tàggat xeetu làkk bu jëm ci benn domen.
Risk yi ak balustrade yi
Koom-koomu ubbite mën na raw stabilite ci def liggéeyu defar dëgg.
Njëg yi ci API wala coppite ci sàrt yi mën nañu dindi xalaat yi ci guddi gi.
Dependence ci benn jaaykat dafay yokk njëgu tëjug ak migraasioŋ.
Roadmap ngir samp gi
Saytu sa fournisseur yi nga jëfandikoo sa liggéey ak say done.
Xoolaat mbir yu nëbbu, kaaraange ak sàrti yoon balaa ngay boole.
Fexe am palaŋu fallback ci model yi wala jaaykat yi.
Xool notu génne yi suko defee coppite yi ci kàrtu yoon du jaaxal ekip yi.
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Gis bi ci topp
Escale IA
Laaj yi ñuy faral di laaj
What is Together AI?
Together IA platform cloud la buñ tabax ngir IA bu ubbeeku, may developpeur yi ñu daw, defar bu baax, ak tàggat model yu melni Llama ak DeepSeek ci infrastructure GPU yu gaaw. Dafa am solo ndax dafay may ekip yi anam wu leer, bu yomb te wuute ak xeetu fournisseur yu tëju yi te duñu bàyyi di yoree seeni done.
Lan mooy platform cloud bi ñuy woowe Together IA?
Together IA cloud la buñ tabax ngir IA generatif bu ubbeeku te personaaliseer, lalu ci liggéey, defar ak tàggat model yu ubbeeku yi.
Why is Together's API described as 'OpenAI-compatible'?
OpenAI-mënngoo dafay tekki ni formaa laaj bi méngoo, suko defee defarkat yi mëna joxoñ kodu fi nekk ci model yu ubbeeku yi ak coppite yu néew.
Ban projet de done yu ubbeeku moo méngoo ak gëstub Together IA?
RedPajama ab jeegoo bu ubbeeku la, boole ci Together, bi defaraat done yu nuroo ak yu Llama.
Ban pexe mooy jàppale Together ñu gëna bari ay token ci GPU bu nekk?
Bokk nañu jëfandikoo dekodaas bu xalaat, kernel yu nuroo ak FlashAttention, kantite, ak batching buy wéy ngir yokk produit bi.
Lu weesu API yi amul serwër, ban infrastructure la Together di joxe ngir liggéey yu yaatu ci tàggat yaram?
Bokk nañu luwaase ay cluster GPU yuñ boole ak interconnect yu am bandwidth bu kawe ngir tàggat ak liggéey yu bari.