I-ServiceNow ne-StarCoder
I-StarCoder iyimodeli yolimi enkulu evulekile yekhodi, eyakhiwe yi-ServiceNow Research kanye nobuso beHugging ngephrojekthi ye-BigCode.
Uhlolojikelele
It matters because it brought a permissively licensed, transparently trained coding assistant to a field dominated by closed models.
I-Deep Dive
I-StarCoder iwumndeni wamamodeli akhiqiza amakhodi akhishwe ngoMeyi 2023 yi-BigCode, ukubambisana okuholwa yi-ServiceNow Research and Hugging Face. I-StarCoderBase ephambili imodeli yepharamitha eyizigidi eziyizinkulungwane eziyi-15.5 eqeqeshwe cishe kumathokheni wethriliyoni eyodwa athathwe ku-The Stack, isethi yedatha enkulu yekhodi yomthombo enelayisensi evunyelwe ehlanganisa izilimi zokuhlela ezingaphezu kuka-80. Isici esibalulekile esihlukanisayo yiwindi lomongo wamathokheni angu-8,000 kanye nokuqeqeshwa kwe-Fill-in-the-Middle, ukuyivumela igcwalise ikhodi enikezwe yomibili imigqa eyanduleleyo nelandelayo kunokubikezela phambili kuphela. I-BigCode igcizelele ukuphathwa kwedatha: yashicilela idatha yokuqeqeshwa, yanikeza ithuluzi lokuphuma konjiniyela, futhi yakhulula imodeli ngaphansi kwelayisensi ye-OpenRAIL-M enesibopho. I-StarCoder2, ekhishwe ngo-2024, inwebise ukufakwa kwezilimi ezingaphezu kuka-600.
I-Technical Insight
I-StarCoder isebenzisa isiguquli sedekhoda kuphela esinokunakwa kwemibuzo eminingi, esabelana ngokuqagela okubalulekile kanye nenani kuzo zonke izinhloko zokunaka ukuze kuncishiswe ukusetshenziswa kwenkumbulo futhi kusheshise ukucatshangelwa ngobude bomongo omude. Iqeqeshwe nge-Fill-in-the-Middle, lapho amadokhumenti ehlukaniswa ngokungahleliwe futhi ahlelwe kabusha ukuze imodeli ifunde ukukhiqiza isikhala esingekho esibekwe kukhodi ezungezile. Lokhu kuyenza ifaneleke kahle ekuqedeleni ngokuzenzakalela kwe-IDE, lapho umongo ukhona nhlangothi zombili zekhesa.
I-Strategic Impact
Isu lomthengisi
Imephu yemigwaqo yabathengisi ithonya ukuthi yiziphi izici iqembu lakho elingazakha ngokulandelayo.
Izindleko kanye nesabelomali
Imigomo yezohwebo nezinketho zokuthunyelwa zithinta izindleko zesikhathi eside nobungozi.
Ingozi nokuphepha
Izinxephezelo zenkampani zibumba okuzenzakalelayo komkhiqizo, ukuma kokuphepha, nokuvuleleka.
Ikusasa le-ServiceNow ne-StarCoder
Amamodeli ekhodi aqhubekela ekugelezeni komsebenzi we-ejenti lapho engaqedi ngokuzenzakalelayo kuphela kodwa ahlele, enze izivivinyo, futhi alungise okukhiphayo kwawo. I-StarCoder2, eqeqeshwe kudathasethi ye-Stack v2 enkulu eyakhiwe nge-Software Heritage, ikhomba ekuhlanganisweni okubanzi kolimi kanye nokutholakala kwedatha okungcono. Lindela ukugcizelelwa okuqhubekayo kudatha yokuqeqeshwa esobala, izindlela zokuphuma, kanye nokucaciswa kwelayisensi njengoba kukhula ukucutshungulwa okusemthethweni kwamamodeli aqeqeshwe ngekhodi, kanye nokuhlanganiswa okuqinile ezinkundleni zonjiniyela bebhizinisi.
Ukuqaliswa Komhlaba Wangempela
Inika amandla iziphakamiso zokuqedela ngokuzenzakalela nokuqedela ikhodi ngaphakathi kwama-plugin e-IDE nezandiso zomhleli
Ikhiqiza imisebenzi ye-boilerplate, ukuhlolwa kweyunithi, nama-docstrings kusuka kumazwana olimi lwemvelo
Ukuhumusha noma ukwenza kabusha ikhodi phakathi kwezilimi zokuhlela ngaphakathi kwesizinda sekhodi yebhizinisi
Usebenza njengomsizi ozibambela wona wezinhlangano ezingakwazi ukuthumela ikhodi yobunikazi kuma-API wamafu avaliwe
Izingozi & Guardrails
Izimemezelo zokwethula zingase zeqe ukuzinza ekugelezeni komsebenzi wangempela wokukhiqiza.
Izintengo ze-API noma izinguquko zenqubomgomo zingaphula ukucabanga ngobusuku obubodwa.
Ukuncika komthengisi oyedwa kukhulisa izindleko zokukhiya nokufuduka.
Ukuqalisa Umhlahlandlela
Linganisa abahlinzeki usebenzisa eyakho imisebenzi namasethi edatha.
Buyekeza ubumfihlo, ukuphepha, nemibandela yomthetho ngaphambi kokuhlanganiswa.
Gcina uhlelo lokubuyela emuva kuwo wonke amamodeli noma abathengisi.
Gada amanothi okukhululwa ukuze izinguquko zemephu yomgwaqo zingamangazi amaqembu.
Qhubeka Uhlole
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Umhlahlandlela olandelayo
I-LAION kanye ne-Open Datasets
Imibuzo evame ukubuzwa
What is ServiceNow and StarCoder?
I-StarCoder iyimodeli yolimi enkulu evulekile yekhodi, eyakhiwe yi-ServiceNow Research kanye nobuso beHugging ngephrojekthi ye-BigCode. Kubalulekile ngoba ilethe umsizi wokubhala amakhodi onelayisensi evumelekile, oqeqeshwe ngokusobala emkhakheni obuswa amamodeli avaliwe.
Yiziphi izinhlangano ezimbili ezihole ngokubambisana iphrojekthi ye-BigCode ekhiqize i-StarCoder?
I-BigCode bekuwumzamo wokusebenzisana oholwa yi-ServiceNow Research kanye nobuso beHugging ukwakha amamodeli ekhodi avulekile, athuthukiswe ngokuzibophezela.
Lithini igama ledathasethi yekhodi yomthombo enelayisensi evumelekile esetshenziselwa ukuqeqesha i-StarCoder?
I-StarCoder yaqeqeshwa ku-The Stack, ikhorasi enkulu yekhodi enelayisensi evumelekile ezilimini ezingaphezu kuka-80.
Iyiphi indlela yokuqeqesha evumela i-StarCoder ukuthi iqedele ikhodi isebenzisa umongo kuzo zombili izinhlangothi zekhesa?
Gcwalisa-Phakathi u-oda kabusha amadokhumenti ukuze imodeli ifunde ukwenza isikhala esishodayo esinikezwe umongo owandulelayo nolandelayo.
Ilinganiselwa ukuthi inkulu kangakanani imodeli ye-StarCoderBase ephambili?
I-StarCoderBase inamapharamitha angaba yizigidi eziyizinkulungwane ezingu-15.5, anesilinganiso esilinganiselwe kodwa iqinile ngosayizi wayo emisebenzini yekhodi.
Yikuphi ukunakwa okusetshenziselwa i-StarCoder ukunciphisa inkumbulo nokusheshisa ukucabanga?
I-StarCoder isebenzisa ukunaka kwemibuzo eminingi, ukwabelana ngokhiye kanye nokuqagela kwenani kuwo wonke amakhanda ukuze kunqamule inkumbulo futhi kusheshiswe ukucatshangelwa kokuqukethwe okude.