Uhlolojikelele
I-Mistral AI iyimodeli evulekile yenhlanganisela yochwepheshe ye-Mistral eletha ikhwalithi yamamodeli amakhulu ngesivinini samamodeli amancane. Amamodeli amancane afana nayo enza kusebenze ingxenye encane kuphela yamapharamitha awo ngethokheni, anqamule ikhompuyutha ngaphandle kokudela amandla.
I-Mixtral kanye ne-Sparse Models iyibhulokhi yokwakha yobuchwepheshe ethinta ikhwalithi yamamodeli, izindleko zengqalasizinda, ukubambezeleka, nokuthembeka esikalini.
I-Deep Dive
I-Mistral 8x7B, ekhishwe yi-Mistral AI ngasekupheleni kuka-2023, yenze yaduma indlela yochwepheshe abayingxubevange (i-MoE) kumamodeli avulekile. Iqukethe amanethiwekhi okuphakelayo 'ochwepheshe' ahlukene ayisishiyagalombili isendlalelo ngasinye, anamapharamitha aphelele angaba yizigidi eziyizinkulungwane ezingama-47, kodwa irutha engasindi ikhetha ochwepheshe ababili kuphela ngethokheni ngayinye. Ngenxa yalokhu, cishe amapharamitha ayizigidi eziyizinkulungwane eziyi-13 asebenzayo ithokheni ngayinye, ngakho ukuqagela kusebenza ngokushesha njengemodeli eminyene engu-13B kuyilapho kufinyelelwa ikhwalithi eqhathaniswa namakhudlwana. I-Mixtral ifaniswe noma ishaye i-GPT-3.5 ne-Llama 2 70B kumabhentshimakhi amaningi kuyilapho ishesha futhi ishibhile ukuyinikeza. UMistral kamuva wakhipha iMixtral 8x22B. Imodeli inikezwe ilayisense ngokusobala ngaphansi kwe-Apache 2.0, ebhebhezela ukutholwa ngokushesha kanye nokulungisa kahle emphakathini wemithombo evulekile.
I-Technical Insight
Kusendlalelo esincane se-MoE, ibhulokhi yokudlulisela phambili eminyene ithathelwa indawo amanethiwekhi ochwepheshe we-N kanye nenethiwekhi encane yokugenca (umzila). Kuthokheni ngayinye, irutha ibala amaphuzu bese ikhetha ochwepheshe be-top-k (top-2 ku-Mixtral), ihambisa ithokheni kulabo kuphela. Imiphumela yabo iyakalwa futhi ifinyezwe. Ngenxa yokuthi ochwepheshe abaningi bahlala bengenzi lutho ngethokheni ngayinye, imodeli ibamba amapharamitha amaningi enkumbulweni kodwa yenza ukubala okuncane kakhulu. Ukuhwebelana: bonke ochwepheshe kumele balayishwe ku-VRAM yize abanye besebenza.
I-Mastering Mixtral kanye namamodeli we-Sparse
I-Mistral AI iyimodeli evulekile yenhlanganisela yochwepheshe ye-Mistral eletha ikhwalithi yamamodeli amakhulu ngesivinini samamodeli amancane. Amamodeli amancane afana nayo enza kusebenze ingxenye encane kuphela yamapharamitha awo ngethokheni, anqamule ikhompuyutha ngaphandle kokudela amandla. I-Mixtral kanye ne-Sparse Models iyibhulokhi yokwakha yobuchwepheshe ethinta ikhwalithi yamamodeli, izindleko zengqalasizinda, ukubambezeleka, nokuthembeka esikalini. Ukuze wakhe ukuqonda okujulile, phatha amamodeli we-Mixtral kanye ne-Sparse njengemodeli yokusebenza, hhayi isici esisodwa: chaza imiphumela efiselekayo, ucacise ukucabanga, futhi uhlukanise lokho isistimu engakwenza ngokwethembeka kulokho okusadinga ukwahlulela kochwepheshe.
Empeleni, amaqembu aqinile asebenzisa Amamodeli we-Mixtral kanye ne-Sparse 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
Ukunikeza i-chatbot yekhwalithi ephezulu ngentengo nesivinini semodeli emincane kakhulu eminyene
Ukuzibamba ngokwakho imodeli enelayisense ye-Apache-2.0 yemikhiqizo yokuthengisa ngaphandle kwezindleko zokusebenzisa
Ukushuna kahle ukuziphatha komuntu ngamunye ku-Mixtral ukuze kufakwe amakhodi, ukufingqa, noma imisebenzi yezilimi eziningi
Isebenzisa inkomba esheshayo kuseva eyodwa ye-multi-GPU lapho imodeli eminyene engu-70B izohamba kancane kakhulu
Amaphethini Okusebenzisa
Amamodeli we-Mixtral nama-Sparse ayasebenza
Ukunikeza i-chatbot yekhwalithi ephezulu ngentengo nesivinini semodeli emincane kakhulu eminyene.
Ukusebenzela i-chatbot yekhwalithi ephezulu ngezindleko nesivinini semodeli emincane kakhulu Amaqembu ngokuvamile athola imiphumela engcono uma echaza izinga eliphezulu ngaphambili, egcina indlela yokukhuphuka yabantu yamakesi asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Amamodeli we-Mixtral nama-Sparse ayasebenza
Ukuzibamba ngokwakho imodeli enelayisense ye-Apache-2.0 yemikhiqizo yokuthengisa ngaphandle kwezindleko zokusebenzisa.
Ukuzisingatha ngokwakho imodeli enelayisense ye-Apache-2.0 yemikhiqizo yezentengiselwano ngaphandle kwezimali zokusebenzisa Amaqembu ngokuvamile athola imiphumela engcono uma echaza izinga eliphezulu ngaphambili, egcina indlela yokukhuphuka yabantu yamakesi asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Amamodeli we-Mixtral nama-Sparse ayasebenza
Ukushuna kahle ukuziphatha komuntu ngamunye ku-Mixtral ukuze kufakwe amakhodi, ukufingqa, noma imisebenzi yezilimi eziningi.
Ukuhlela kahle ukuziphatha komuntu ngamunye ku-Mixtral ukuze kubhalwe amakhodi, ukufinyezwa, noma imisebenzi yezilimi eziningi Amathimba ngokuvamile athola imiphumela engcono lapho echaza izinga eliphezulu ngaphambili, egcina indlela yokukhuphuka yabantu yamakesi asemaphethelweni, futhi elandelela kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Amamodeli we-Mixtral nama-Sparse ayasebenza
Isebenzisa inkomba esheshayo kuseva eyodwa ye-multi-GPU lapho imodeli eminyene engu-70B izohamba kancane kakhulu.
Ukuqalisa ukubikezela okusheshayo kuseva eyodwa ye-GPU eminingi lapho imodeli eminyene engu-70B izohamba kancane kakhulu Amathimba ngokuvamile athola imiphumela engcono uma echaza imingcele yekhwalithi ngaphambili, egcina indlela yokukhuphuka yomuntu 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.