Modal Labs
Modal wani dandamali ne na girgije mara sabar wanda ke ba masu haɓaka damar gudanar da lambar Python, gami da aikin GPU, a cikin gajimare ta ƙara kayan ado zuwa aiki.
Dubawa
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.
Zurfafa nutsewa
An kafa shi a cikin 2021 ta Erik Bernhardsson (wanda ya kirkiro ɗakin karatu na Annoy na Spotify da Luigi) da Akshat Bubna, Modal ya yi niyya ga gibin ƙwarewar haɓakawa a cikin kayan aikin ML. Kuna ayyana mahallin ku, abin dogaro, da kayan aikinku kai tsaye a cikin Python, kuma Modal yana gina kwantena, tanadar CPUs ko GPUs, kuma yana gudanar da lambar ku akan buƙata, ƙira zuwa ɗaruruwan kwantena kuma komawa ƙasa zuwa sifili. Babban fasalinsa shine lokacin gudu na kwantena na al'ada da tsarin fayil wanda aka ƙera don fara sanyi na biyu, sanannen wurin zafi a cikin maras sabar. Modal sananne ne don ƙirar ƙarshen ƙarshen ƙira, daidaitawa mai kyau, sarrafa tsari, ayyukan da aka tsara (cron), da wuraren ƙarshen gidan yanar gizo. Biyan kuɗi shine daƙiƙa guda don ainihin lissafin da aka yi amfani da shi. Yana yin gasa da ra'ayi tare da AWS Lambda, SageMaker, da Runpod, amma yana jaddada lambar-farko, aikin aiki na Pythonic.
Fahimtar Fasaha
Babban nasarar aikin injiniya na Modal shine farawa mai sanyi cikin sauri: ya gina tarin kwantena na al'ada da tsarin fayil mai raɗaɗi don haka kwantena zasu iya jujjuyawa cikin daƙiƙa maimakon mintuna, har ma da manyan ma'aunin ƙira. Masu haɓaka suna bayyana hotuna da buƙatun GPU a cikin lamba; Modal hotuna da caches wadannan, sa'an nan autoscale juzu'i juzu'i don dacewa da kaya mai shigowa da sikeli zuwa sifili lokacin da aiki, don haka kuna biya kawai don lissafin da aka yi amfani da su.
Dabarun Tasiri
Dabarun mai siyarwa
Taswirorin hanyoyin tallace-tallace suna yin tasiri ga abubuwan da ƙungiyar ku za ta iya ginawa na gaba.
Kudin da kasafin kuɗi
Sharuɗɗan kasuwanci da zaɓuɓɓukan turawa suna shafar farashi da haɗari na dogon lokaci.
Haɗari da aminci
Ƙwararrun kamfani suna siffanta ɓangarorin samfur, yanayin aminci, da buɗewa.
Makomar Modal Labs
Yayin da AI ke motsawa daga gwaji zuwa samarwa, buƙatar turawa ba tare da ɓata lokaci ba yana girma. Yi tsammanin Modal don zurfafa tallafi don horarwar da aka rarraba, wakili da kuma dogon aiki na aiki, aiwatar da lambar yashi ga wakilan AI, da ingantaccen lura. Farensa shine cewa dandamalin ML mai nasara yana haɓaka don saurin haɓakawa, yana barin ƙananan ƙungiyoyi su jigilar sabis na tallafin GPU ba tare da ƙungiyar kayan aikin sadaukarwa ba.
Aiwatar da Gaskiyar Duniya
Mai haɓakawa yana kunshe aikin tsara-hoto tare da mai gyara Modal kuma nan take ya sami madaidaicin madaidaicin madaidaicin gidan yanar gizo mai goyan bayan GPU.
Ƙungiyoyin bayanai suna gudanar da aikin batch na dare akan dubunnan fayiloli ta amfani da tsarin tsarin cron na Modal da daidaitawar fan-dare.
Farawa na AI yana daidaita fasalin buɗewa akan Modal GPUs, yana biyan kuɗi a sakan daya da ƙima zuwa sifili lokacin da aikin ya ƙare.
Dandalin wakili yana amfani da akwatunan sandbox na Modal don aiwatar da amintaccen amintaccen lambar da aka samar da AI a cikin keɓaɓɓen kwantena.
Hatsari & Tsare-tsare
Sanarwar ƙaddamarwa na iya ƙetare kwanciyar hankali a cikin ayyukan samarwa na gaske.
Farashin API ko sauye-sauyen manufofi na iya karya zato cikin dare.
Dogaro mai siyarwa guda ɗaya yana ƙara kulle-kulle da farashin ƙaura.
Taswirar Hanya
Kimanta masu samarwa ta amfani da ayyukan ku da saitin bayanai.
Yi bitar sirri, tsaro, da sharuɗɗan doka kafin haɗin kai.
Kula da tsarin koma baya a cikin samfura ko masu siyarwa.
Saka idanu bayanin kula don haka canje-canjen taswirar hanya kada suyi mamakin ƙungiyoyi.
Ci gaba da Bincike
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Jagora na gaba
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Tambayoyin da ake yawan yi
What is Modal Labs?
Modal wani dandamali ne na girgije mara sabar wanda ke ba masu haɓaka damar gudanar da lambar Python, gami da aikin GPU, a cikin gajimare ta ƙara kayan ado zuwa aiki. Yana da mahimmanci saboda yana kawar da zafin kwantena, abubuwan more rayuwa, da ƙima don haka AI da ƙungiyoyin bayanai za su iya tura samfura da ayyukan batch a cikin mintuna.
Ta yaya masu haɓakawa yawanci ke gudanar da lamba akan Modal?
Modal yana ba ku damar ayyana da gudanar da ayyukan girgije, gami da kan GPUs, ta hanyar ƙawata ayyukan Python na yau da kullun.
Wace sanannen matsala mara sabar uwar garken ne Modal ke ƙera musamman don magancewa?
Modal ya gina lokaci mai aiki na kwantena na al'ada da tsarin fayil mai raɗaɗi don cimma farkon sanyi na biyu na farawa, yanayin zafi mara sabo.
Ta yaya Modal ke lissafin lissafi?
Modal yana cajin daƙiƙa ɗaya don ƙididdigewa da gaske cinyewa kuma yana iya daidaita kwantena zuwa sifili lokacin da ba a aiki.
Wanene ya kafa Modal kuma an san shi da kayan aikin buɗewa na farko kamar Luigi da Annoy?
Erik Bernhardsson ne ya kafa Modal, wanda a baya aka san shi don gina Annoy na Spotify da kayan aikin aikin Luigi.
Menene ma'anar 'ma'auni zuwa sifili' akan Modal?
Lokacin da babu buƙatu, Modal yana yin ma'auni zuwa kwantena masu aiki da sifili, don haka ba za ku haifar da ƙima ba har sai cunkoso ya dawo.