Uhlolojikelele
I-Mixture of Experts (i-MoE) iwumklamo oyimodeli ehlukanisa inethiwekhi ibe amanethiwekhi amancane amaningi akhethekile futhi ivule ambalwa kuphela okokufaka ngakunye. Ivumela amamodeli ukuthi abambe ulwazi olukhulu ngenkathi egcina ukuqagela ngakunye kushesha futhi kushibhile.
Ingxube Yochwepheshe iyibhulokhi yokwakha yobuchwepheshe ethinta ikhwalithi yemodeli, izindleko zengqalasizinda, ukubambezeleka, nokuthembeka esikalini.
I-Deep Dive
Isiguquli esijwayelekile sisebenzisa konke okokufaka ngezandlalelo eziminyene ezifanayo, ngakho ukwenza imodeli ihlakaniphe ngokuvamile kusho ukwenza konke ukubala kubize kakhulu. Ingxube Yochwepheshe iphula leso sixhumanisi. Ingena esikhundleni sesendlalelo esikhulu sokuphakelayo ngamanethiwekhi amaningi amancane 'ochwepheshe' kanye 'nerutha' encane enquma ukuthi yimuphi ochwepheshe abaphatha ithokheni ngayinye. Ngokuvamile kuphela ochwepheshe abaphezulu abangu-1 noma abangu-2 abadubulayo, ngakho imodeli ingaba namakhulu ezigidigidi zamapharamitha aphelele kodwa ivule ingxenye encane yethokheni ngayinye. Yingakho amamodeli afana ne-Mixtral 8x7B kanye nezakhiwo ezinamahemuhemu ngemuva kwe-GPT-4 zifinyelela ikhwalithi ephezulu ngaphandle kwezindleko ezilinganiselwe eziphezulu. Ukuhwebelana kuyinkimbinkimbi: bonke ochwepheshe kusafanele bangene ememori, futhi i-router ingasebenzisa kabi noma ilayishe ochwepheshe abathile, ngakho ukuqeqeshwa kudinga ukulinganisa ngokucophelela.
I-Technical Insight
Inhliziyo ye-MoE inethiwekhi yokusangweni, isendlalelo esincane esifundiwe esikala uchwepheshe ngamunye ngethokheni engenayo futhi iqondise ithokheni kwabathole amaphuzu aphezulu kakhulu (ngokuvamile k=1 noma 2). Ukumisa umzila ekuthumeleni yonke into kochwepheshe abambalwa abayintandokazi, ukuqeqeshwa kwengeza 'ukulahlekelwa kokulinganisela komthwalo' okuyisizayo okujezisa ukusetshenziswa okungalingani. Ngenxa yokuthi ochwepheshe abangu-k kuphela abasebenzisa ithokheni ngayinye, ikhomputha (i-FLOPs) ihlala ifana ngokufanayo njengoba wengeza ochwepheshe abengeziwe, ngakho-ke amapharamitha aphelele kanye nesilinganiso sezindleko zethokheni ngayinye ngokuzimela.
Ingxube Eyingcweti Yochwepheshe
I-Mixture of Experts (i-MoE) iwumklamo oyimodeli ehlukanisa inethiwekhi ibe amanethiwekhi amancane amaningi akhethekile futhi ivule ambalwa kuphela okokufaka ngakunye. Ivumela amamodeli ukuthi abambe ulwazi olukhulu ngenkathi egcina ukuqagela ngakunye kushesha futhi kushibhile. Ingxube Yochwepheshe iyibhulokhi yokwakha yobuchwepheshe ethinta ikhwalithi yemodeli, izindleko zengqalasizinda, ukubambezeleka, nokuthembeka esikalini. Ukuze wakhe ukuqonda okujulile, phatha Ingxube Yochwepheshe njengemodeli yokusebenza, hhayi isici esisodwa: chaza imiphumela efiselekayo, ucacise ukucabanga, futhi uhlukanise lokho isistimu engakwenza ngokwethembeka kulokho okusadinga ukwahlulela kochwepheshe.
Empeleni, amaqembu aqinile asebenzisa Inhlanganisela Yochwepheshe alungiselela izakhiwo, idatha, nokukhetha kwengqalasizinda ngokumelene nokuthembeka nezindleko. Babhala imibandela yempumelelo ecacile, ukuhlola okuqhathaniswa nedatha engokoqobo nokugeleza komsebenzi, futhi baphindaphinde ngokusekelwe kumaphethini okuhluleka aqashiwe esikhundleni sokuwina kwebhentshimakhi yesikhathi esisodwa. Yilapho ukuqonda kwethiyori kuguquka kube amandla ahlala njalo kuwo wonke umkhiqizo, inqubomgomo, kanye nokusebenza.
Izinqumo zezakhiwo ziqhuba ukusebenza kanye nezindleko zokusebenza iminyaka. Ngesikhathi esifanayo, Ukuthuthukisa ibhentshimakhi eyodwa kungafihla ubuthakathaka obubanzi besistimu. Indlela eqine kakhulu iwukuhlanganisa isivinini sokuhlola nesiyalo sokuphatha: qhuba abashayeli bezindiza, bamba ubufakazi, ushicilele amalogi ezinqumo, futhi ubuyekeze izivikelo ngokuqhubekayo njengoba imodeli yokuziphatha, okulindelwe ngabasebenzisi, kanye nezimfuneko zokulawula zishintsha.
I-Strategic Impact
Izinqumo zezakhiwo ziqhuba ukusebenza kanye nezindleko zokusebenza iminyaka.
Izinqumo zezakhiwo ziqhuba ukusebenza kanye nezindleko zokusebenza iminyaka. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.
Imfundo yobuchwepheshe isiza amaqembu ukuthi akhethe isitaki esifanele, hhayi nje esisha.
Imfundo yobuchwepheshe isiza amaqembu ukuthi akhethe isitaki esifanele, hhayi nje esisha. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.
Izinketho ezingcono zobunjiniyela zinciphisa izehlakalo ezinokwethenjelwa ekukhiqizeni.
Izinketho ezingcono zobunjiniyela zinciphisa izehlakalo ezinokwethenjelwa ekukhiqizeni. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.
Ukuqaliswa Komhlaba Wangempela
I-Mixtral 8x7B isebenzisa ochwepheshe abayisi-8 futhi yenza kusebenze okungu-2 ngethokheni ngayinye, inikeze cishe amapharamitha aphelele angu-47B kodwa kuphela ~13B esebenzayo ithokheni ngayinye ukuze uthole ukucatshangelwa okusheshayo, okushibhile.
I-DeepSeek ne-Qwen ithumela amamodeli amakhulu olimi lwe-MoE afana namamodeli aminyene kumabhentshimakhi kuyilapho isebenza ngekhompuyutha yethokheni ephansi.
Abahlinzeki be-Cloud LLM basebenzisa i-MoE ukuze imodeli eyodwa enkulu ikwazi ukusiza abasebenzisi abaningi ngokuthengekayo, njengoba isicelo ngasinye sikhanyisa ochwepheshe abambalwa.
Google I-Switch Transformer yangaphambilini ifinyelele kumapharamitha angaphezu kwesigidintathu isebenzisa umzila ophezulu ongu-1 ukuze kugcinwe ikhompuyutha yokuqeqesha ilawuleka.
Amaphethini Okusebenzisa
Ingxube Yochwepheshe ekusebenzeni
I-Mixtral 8x7B isebenzisa ochwepheshe abayisi-8 futhi yenza kusebenze okungu-2 ngethokheni ngayinye, inikeze cishe amapharamitha aphelele angu-47B kodwa kuphela ~13B esebenzayo ithokheni ngayinye ukuze uthole ukucatshangelwa okusheshayo, okushibhile.
I-Mixtral 8x7B isebenzisa ochwepheshe abayisi-8 futhi yenza kusebenze okungu-2 ngethokheni ngayinye, inikeze cishe ingqikithi yamapharamitha angu-47B kodwa kuphela ~13B esebenzayo ithokheni ngayinye ukuze uthole isiphetho esisheshayo, esishibhile Amaqembu ngokuvamile athola imiphumela engcono lapho echaza imikhawulo yekhwalithi ngaphambili, agcine indlela yokukhuphuka komuntu ngamacala asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Ingxube Yochwepheshe ekusebenzeni
I-DeepSeek ne-Qwen ithumela amamodeli amakhulu olimi lwe-MoE afana namamodeli aminyene kumabhentshimakhi kuyilapho isebenza ngekhompuyutha yethokheni ephansi.
I-DeepSeek ne-Qwen ithumela amamodeli amakhulu olimi lwe-MoE afana namamodeli aminyene kuma-benchmarks kuyilapho esebenza ngekhompiyutha yethokheni ephansi Amathimba ngokuvamile athola imiphumela engcono lapho echaza imikhawulo yekhwalithi ngaphambili, egcina indlela yokukhuphuka komuntu yamakesi asemaphethelweni, futhi alandelela kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Ingxube Yochwepheshe ekusebenzeni
Abahlinzeki be-Cloud LLM basebenzisa i-MoE ukuze imodeli eyodwa enkulu ikwazi ukusiza abasebenzisi abaningi ngokuthengekayo, njengoba isicelo ngasinye sikhanyisa ochwepheshe abambalwa.
Abahlinzeki be-Cloud LLM basebenzisa i-MoE ukuze imodeli eyodwa enkulu ikwazi ukusiza abasebenzisi abaningi ngendlela ethengekayo, njengoba isicelo ngasinye sikhanyisa kuphela ochwepheshe abambalwa Amathimba ngokuvamile athola imiphumela engcono lapho echaza imikhawulo yekhwalithi ngaphambili, agcine indlela yokukhuphuka kwabantu yamacala asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Ingxube Yochwepheshe ekusebenzeni
Google I-Switch Transformer yangaphambilini ifinyelele kumapharamitha angaphezu kwesigidintathu isebenzisa umzila ophezulu ongu-1 ukuze kugcinwe ikhompuyutha yokuqeqesha ilawuleka.
Google I-Switch Transformer yangaphambilini ifinyelele kumapharamitha angaphezu kwesigidintathu isebenzisa umzila ophezulu-1 ukugcina ukuqeqeshwa kokubala okulawulekayo Amaqembu ngokuvamile athola imiphumela engcono lapho echaza ikhwalithi ephezulu ngaphambili, egcina indlela yokukhuphuka yabantu yamakesi asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Izingozi & Guardrails
Ukuthuthukisa ibhentshimakhi eyodwa kungafihla ubuthakathaka obubanzi besistimu.
Izindleko zengqalasizinda nezokulungisa zivame ukubukelwa phansi.
Izikhala zokuphepha nokubonakala zingakhula njengoba izinhlelo ziba nzima kakhulu.
Ukuqalisa Umhlahlandlela
Chaza ukubambezeleka, ikhwalithi, nezindleko ezihlosiwe ngaphambi kokuqaliswa.
Chaza ukubambezeleka, ikhwalithi, nezindleko ezihlosiwe ngaphambi kokuqaliswa. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.
Ibhentshimakhi ngaphansi komthwalo wangempela nezimo zedatha.
Ibhentshimakhi ngaphansi komthwalo wangempela nezimo zedatha. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.
Ukuqapha amathuluzi amaphutha, ukukhukhuleka, nomthelela wabasebenzisi.
Ukuqapha amathuluzi amaphutha, ukukhukhuleka, nomthelela wabasebenzisi. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.
Lungiselela izindlela zokuhlehlisa nezigameko ngaphambi kokukala.
Lungiselela izindlela zokuhlehlisa nezigameko ngaphambi kokukala. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.