LlamaFactory Online Uyasebenza

I-LlamaFactory Online ibeka inqubo yokulungisa kahle amamodeli amakhulu avulekile endaweni yewebhu eku-inthanethi, ivumela abasebenzisi ukuthi basebenze ekulungiseleleni idatha, ekukhetheni imodeli, ekulungiseleleni ukuqeqesha nasekubukeni imiphumela yokuhlolwa. Ilungele onjiniyela, amaqembu ezinkampani nabacwaningi abafuna ukunciphisa umsebenzi wokwakha indawo yasendaweni.

Inkundla inezindlela zamahhala nezikhokhelwayo, kodwa imisebenzi yokulungisa kahle isadinga ukucushwa kwemodeli, idatha namandla ekhompyutha; isixhumi esibonakalayo esiku-inthanethi akufanele sithathwe njengesevisi ezenzakalelayo engadingi ukwahlulela kobuchwepheshe.

Inkundla isekela amamodeli amaningi amakhulu avulekile asetshenziswa kakhulu, futhi ihlanganisa ukuqeqeshwa kwangaphambilini, ukulungisa kahle okugadiwe (SFT), ukumodela imiklomelo, i-PPO, i-DPO ne-KTO.

Mayelana nezinketho zamapharamitha, inikeza ukulungisa kahle kwawo wonke amapharamitha nge-16bit, ukulungisa kahle okuqandisiwe, i-LoRA ne-QLoRA; i-QLoRA ingasebenzisa ukunemba kokulinganisa okuhlukahlukene kusuka ku-2bit kuye ku-8bit. Inqubo yokuqeqesha ingahlanganiswa ne-LlamaBoard, i-TensorBoard, i-Wandb, i-Mlflow ne-SwanLab ukuze kuqashwe ukuhlolwa; ohlangothini lokusebenzisa imodeli, isekela izinjini ze-Transformers ne-vLLM.

Onjiniyela abazimele nabathandi bobuchwepheshe bangayisebenzisa ukuhlola ukulungisa kahle amamodeli avulekile nokuqinisekisa izindlela, futhi ilungele imisebenzi yokuhlola edinga ukuqhathanisa ngokushesha izilungiselelo zokuqeqesha.

Amabhizinisi aqalayo angayisebenzisa ukuvumelanisa idatha yebhizinisi nokwenza ngokwezifiso amamodeli, kanti abafundi nothisha basemanyuvesi bangayisebenzisa ekuhlolweni kwezifundo, ekuqinisekiseni ucwaningo noma kumaphrojekthi emikhakha ehlukahlukene. Emaqenjini adinga ukuphathwa kwedatha okuyinkimbinkimbi, ukuhlolwa okuqinile kokuqeqesha noma ukwenziwa ngokwezifiso okujulile kwendawo esezingeni eliphansi, kufanele kuqinisekiswe kuqala ukuthi ububanzi bezilungiselelo obunikezwa yinkundla buyahlangabezana nezidingo.

Imiphumela yangempela incike kwikhwalithi yedatha yokuqeqesha, emandleni ayisisekelo emodeli, endleleni yokuqeqesha, kuzilungiselelo zokunemba nasekucushweni komsebenzi; izinketho zamamodeli nama-algorithm ezinikezwa yinkundla azithathi indawo yomsebenzi wokuklama lezi zingxenye.

Ngaphambi kokuqeqesha, kufanele kuhlolwe ifomethi yedatha, ububanzi bemvume nezidingo zokuphathwa kolwazi olubucayi, bese kuhlolwa izindleko nesikhathi sokusebenza kuye ngosayizi womsebenzi. Kumamodeli amakhulu noma imisebenzi yokuqeqesha esatshalalisiwe, kufanele futhi kubhekwe ukuthi inkumbulo yevidiyo, ukucushwa kokusebenza ngokuhlanganyela, izinkomba zokuqapha nezinsiza zokusebenzisa imodeli ziyahambisana yini.