Wandb Uyasebenza

I-Wandb igxile ekubhaleni izivivinyo, ekuhlaziyeni imiphumela nasekuphatheni ukubambisana enqubweni yokuthuthukisa ukufunda komshini. Abasebenzisi bayo bahlanganisa abacwaningi be-AI, onjiniyela bama-algorithm namathimba okufunda komshini.

Iqoqa ndawonye ulwazi lwezivivinyo olusakazeke emibhalweni yokuqeqesha nasemafayelini asendaweni luyibeke endaweni yephrojekthi, isize abasebenzisi babuyekeze imiphumela yokuqeqesha ngaphansi kokulungiselelwa okuhlukahlukene futhi bakhe amarekhodi ezivivinyo angabiwa.

Ngemva kokuxhunywa kukhodi yokuqeqesha, i-Wandb ingaqopha ama-hyperparameter, izinkomba ezenziwe ngokwezifiso ezifana nokulahleka nokunemba, izinguqulo zekhodi kanye nezinkomba zesistimu ezifana nokusetshenziswa kwe-CPU ne-GPU. Ideshibhodi eku-inthanethi isekela ukubukwa kwamajika okuqeqesha nok comparison kwezivivinyo eziningi ngamashadi.

Inkundla inikeza amandla okusesha ama-hyperparameter. Ulwazi lukhuluma ngamasu afana nosesho lwegridi, nosesho olungahleliwe kanye nokwenza ngcono kwe-Bayesian; amamodeli namasethi edatha kungaphathwa ngezinguqulo kusetshenziswa ama-Artifacts, ukuze kuhlukaniswe amafayela nemikhiqizo yezinguqulo ezahlukene ngesikhathi sezivivinyo.

Ifanele umsebenzi wocwaningo odinga ukuqeqeshwa nok comparison okuphindaphindiwe kwamamodeli, njengokuhlela imiphumela yezivivinyo ngaphansi kwama-hyperparameter ahlukahlukene, ukuthola izinguquko ekusebenzeni ngesikhathi sokuqeqesha, kanye nokwabelana ngenqubekelaphambili yezivivinyo neziphetho zokuhlaziya phakathi kwethimba.

Kumaphrojekthi okufunda komshini adinga ukuphatha ubudlelwano phakathi kwamamodeli, amasethi edatha namarekhodi ezivivinyo, i-Wandb ingasetshenziswa njengethuluzi lokubhala amarekhodi enqubweni yokuthuthukisa. Abacwaningi ngabanye namathimba onjiniyela bangakhetha uhlelo olufanele ngokwesilinganiso sephrojekthi.

Ngaphambi kokusetshenziswa, ithuluzi kufanele lixhunywe kukhodi yokuqeqesha, futhi kucaciswe izinkomba, amafayela nolwazi lwesistimu okufanele kuqoshwe. Uma kuqoshwa okuqukethwe okuningi, kudingeka ukuhlelwa kusenesikhathi kokuphathwa kwedatha nezimvume kuphrojekthi.

I-Wandb ifanele ukusiza ekuphatheni nasekuhlaziyeni izivivinyo, kodwa ayithathi indawo yohlaka lokuqeqesha amamodeli, inqolobane yekhodi noma inqubo yokubuyekeza yethimba. Uma iphrojekthi iqukethe idatha ebucayi, kufanele kuqinisekiswe kuqala ukuthi indlela yokuqopha efwini iyahambisana yini nezidingo zokuphathwa kwedatha zenhlangano.