Lab Modal
Modal platform cloud la bu amul serwër buy may developpeur yi ñu mëna doxal kodu Python, boole ci ay liggéey GPU, ci cloud bi ci yokk dekoratër ci benn fonction.
Résumé
It matters because it removes the pain of containers, infrastructure, and scaling so AI and data teams can deploy models and batch jobs in minutes.
Plongeur bu xóot
Erik Bernhardsson (ki defar bibliotek Annoy bu Spotify ak Luigi) ak Akshat Bubna ñoo ko sos ci 2021, Modal mingi xool bërëb bi am ci diggante defarkat yi ak jaar-jaar yi ci jumtukaayi ML. Yaa ngi leeral sa environmaa bi, say dependence, ak sa hardware ci Python, Modal dafay tabax ay konteneer, joxe CPU wala GPU, ba noppi doxal sa kode ci laaj, yokk ko ba téemeeri konteneer ba noppi wàcci ba zero. Man-manam bi gëna fës mooy container runtime ak sistem fichier buñ defar ngir tàmbali sedd ci diir bu gàtt, muy luy metti lool ci serverless. Modal siiw na lool ci poñ yu mujj yi ci model, ajustement bu baax, defar ay liggéey yuñ waajal (cron), ak poñ yu mujj ci web bi. Facturation bi ci seconde la ci ordinatër biñ jëfandikoo. Dafay joŋante ak AWS Lambda, SageMaker, ak Runpod ci wàllu xalaat, waaye dafay fësal kode bu njëkk, def liggéeyu Pythonic.
Gis-gis xarala
Li gëna am solo ci liggéeyu ingenieur Modal mooy tàmbali sedd bu gaaw: dafa tabax benn stack conteneur buñ personaalise bu baax ak sistem fichier buy yab lu tàyyeel suko defee conteneur yi mëna wëréelu ci ay segond, du ci ay simili, doonte model yi dañu yaatu. Developpeur yi dañuy leeral nataal yi ak li ñuy laaj ci GPU ci kod; Modal snapshots ak cache yooyu, ba noppi autoscales replicas conteneur ngir méngoo ak charge biy dugg ak scales ba zero sudee idle, kon dangay fay ci ordinatër bi nga jëfandikoo.
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 Lab Modal
Bi IA jogee ci jàngat dem ci defar, laaj gi ngir ñu mëna ko jëfandikoo ci anam wu amul benn coow dafay gëna yokk. Xaarandi Modal ngir gëna xóotal ndimmbalu tàggat-yaram buñ séddale, liggéey yu ndaw ak yu yàgg, jëfandikoo kode sandbox ngir ndawu IA yi, ak seetlu bu gëna riis. Parye bi mooy platform ML bi jël raw gàddu gi mooy gëna xéewale gaawaayu developpeur bi, may ekip yu ndaw yi ñu yónnee ay sarwis yu GPU jàppale te amul ekipu infrastructure buñ jagleel.
Doxal ci àdduna dëgg
Developpeur bi dafay boole fonction defar nataal ak dekoratër Modal ba noppi ci saasi mu am endpoint web bu GPU jàppale ci autoscaling.
Benn ekipu done dafay doxal guddi gu nekk ci ay junni fichier yu jëfandikoo oraaru cron ak parallelism fan-out bu Modal.
Ab startup IA defay defar ab model bu ubbeeku ci GPUs Modal, di fay seconde bu nekk te di escaleer ba zero su liggey bi jeexe.
Benn platform agent dafay jëfandikoo sandbox Modal ngir mëna def ci anam wu wóor kode bu IA defar ci biir ay conteneur yuñ tàqale.
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.
Weyal di banneexu
Free newsletter
Get the daily AI briefing
Three verified AI stories every weekday morning, written in plain English. Free forever, no ads.
One email each weekday. Unsubscribe in one click. We never sell or share your address.
Test yourself
Take the Modal Labs quiz
Instant feedback on every answer, and a shareable certificate with a verifiable ID once you pass a course.
Support free AI education. AI Understanding is a 501(c)(3) nonprofit — no ads, no paywall, ever. Make a donation
Gis bi ci topp
Labs isomorphique drog
Laaj yi ñuy faral di laaj
What is Modal Labs?
Modal platform cloud la bu amul serwër buy may developpeur yi ñu mëna doxal kodu Python, boole ci ay liggéey GPU, ci cloud bi ci yokk dekoratër ci benn fonction. Dafa am solo ndax dafay dindi metit wi ci konteneer yi, infrastructure yi, ak scaling suko defee IA ak ekipu done yi mëna joxe ay model ak ay liggéey ci ay simili.
naka la developpeur yi di doxalee kode ci Modal?
Modal daf lay may nga mëna tànn ak doxal ay fonction cloud, boole ci GPU yi, ci defar ay fonction Python yu bari.
Ban jafe-jafe bu siiw bu amul serwër moo Modal defar ngir saafara?
Modal dafa tabax ab sistem runtime conteneur ak ab sistem fichier buy sargal tayeel ngir mëna tàmbali sedd ci diir bu gàtt, ab poñ bu metit bu amul serwër.
naka la ko Modal di faktiree ci ordinatër?
Modal dafay sarse seconde bu nekk ngir ordinatër biñ def te mën na yokk conteneur yi ba zero su nekkee ci inactif.
Kan moo sos Modal te ñu xamee ko ci jumtukaayi open-source yu njëkk yu melni Luigi ak Annoy?
Erik Bernhardsson moo sos Modal, ñu xamewoon ko ci defar Annoy bu Spotify ak jumtukaayu def liggéey bu Luigi.
Luy 'scale à zero' ci Modal?
Sudee amul benn laaj, Modal dafay wàcci ba amul benn conteneur buy daw, kon doo def benn njëgu calcul ba trafic bi dellusi.