Uhlolojikelele
Ukunaka kwewindi elislayidayo kuvimbela ithokheni ngayinye ukuthi ihambele kuphela indawo enosayizi ongashintshi wamathokheni aseduze esikhundleni salo lonke uchungechunge. Lokhu kunciphisa izindleko ze-quadratic zokunaka okujwayelekile zehle ziye kolayini, okwenza amamodeli anomongo omude ashibhe kakhulu ukuwasebenzisa.
Ukunakwa Kwewindi Elishelelayo kuyingxenye yesitaki solimi-AI esisetshenziselwa ukufunda, ukukhiqiza, ukuhlukanisa, nokuguqula umbhalo nenkulumo ngezikali.
I-Deep Dive
Ukuzinaka okujwayelekile kuqhathanisa yonke ithokheni nawo wonke amanye amathokheni, ngakho ukulandelana kobude N kudinga cishe ukuqhathanisa okuphindwe kabili kuka-N. Ukunaka kwewindi elislayidayo kulungisa lokhu ngokunikeza ithokheni ngayinye iwindi likasayizi W (yisho amathokheni angu-4,096) futhi unakekele kuphela omakhelwane abangaphakathi kwalelo windi. Izindleko zikhula njengo-N izikhathi W esikhundleni sika-N-squared. Ngokudabukisayo, ukupakisha izendlalelo eziningi ezinamafasitela kunweba inkambu ephumelelayo yokwamukela: ngemva kwezendlalelo ze-L, ulwazi lungasakazeka cishe kumathokheni wezikhathi ezingu-L, njengenkambu ekhulayo yokwamukela ye-CNN. I-Mistral 7B yenza lokhu kwaduma ngefasitela lamathokheni angu-4,096 kuzo zonke izendlalelo ezingu-32, lafinyelela ku-span yethokheni engu-131K. Amamodeli avame ukuhlanganisa izendlalelo ezinamafasitela kanye nezendlalelo zokunaka okugcwele ngezikhathi ezithile ukuze kugcinwe izixhumanisi zebanga elide.
I-Technical Insight
Kumaski wokunaka, umbuzo endaweni i uvunyelwe kuphela ukubona okhiye ukusuka ezindaweni ngisusa u-W kanye no-1 kuye ku-i (icala eliyimbangela). Le maski eshodayo isho ukuthi inqolobane ye-KV idinga kuphela amathokheni ka-W wokugcina isendlalelo ngasinye, inqamula inkumbulo ngesikhathi sokukhiqiza. Ngenxa yokuthi iwindi liyashintsha ngethokheni ngayinye entsha, libhanqa ngokwemvelo nesilondolozi esigoqayo esivala okufakiwe okudala kakhulu kunokuba sikhule unomphela.
I-Mastering Sliding Window Attention
Ukunaka kwewindi elislayidayo kuvimbela ithokheni ngayinye ukuthi ihambele kuphela indawo enosayizi ongashintshi wamathokheni aseduze esikhundleni salo lonke uchungechunge. Lokhu kunciphisa izindleko ze-quadratic zokunaka okujwayelekile zehle ziye kolayini, okwenza amamodeli anomongo omude ashibhe kakhulu ukuwasebenzisa. Ukunakwa Kwewindi Elishelelayo kuyingxenye yesitaki solimi-AI esisetshenziselwa ukufunda, ukukhiqiza, ukuhlukanisa, nokuguqula umbhalo nenkulumo ngezikali. Ukuze wakhe ukuqonda okujulile, phatha Ukunaka Kwewindi Elishelelayo njengemodeli yokusebenza, hhayi isici esisodwa: chaza imiphumela efiselekayo, cacisa ukuqagela, futhi uhlukanise lokho isistimu engakwenza ngokwethembeka kulokho okusadinga ukwahlulela kochwepheshe.
Empeleni, amaqembu aqinile asebenzisa imiyalo yedizayini ye-Sliding Window Attention, ukubuyisa, nokubuyekeza amalophu njengohlelo olulodwa lokuxhumana oludidiyelwe. 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.
Ukugeleza komsebenzi wolimi kungahamba ngokushesha ngaphandle kokudela ukuvumelana. Ngesikhathi esifanayo, amaqiniso Akhohliwe angafaka imibiko buthule, ukugeleza kosekelo, noma imiphumela yocwaningo. 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
Ukugeleza komsebenzi wolimi kungahamba ngokushesha ngaphandle kokudela ukuvumelana.
Ukugeleza komsebenzi wolimi kungahamba ngokushesha ngaphandle kokudela ukuvumelana. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.
Yandisa ukufinyelela kuzo zonke izilimi nezitayela zokuxhumana.
Yandisa ukufinyelela kuzo zonke izilimi nezitayela zokuxhumana. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.
Amaqembu angachitha isikhathi esiningi ekwahluleleni kuyilapho i-automation isingatha impinda.
Amaqembu angachitha isikhathi esiningi ekwahluleleni kuyilapho i-automation isingatha impinda. 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-Mistral 7B isebenzisa iwindi lokushelela lamathokheni angu-4,096 kuzo zonke izendlalelo zayo ukuze isingathe imiyalo emide eshibhile kuma-GPU abathengi.
I-Longformer isebenzisa ukunakwa kwefasitela kanye namathokheni ambalwa womhlaba ukuze ahlukanise futhi afinyeze amadokhumenti anamakhasi amaningi.
I-Gemma 2 ishintshanisa izendlalelo zasendaweni zamawindi ashelelayo anezendlalelo zokunaka umhlaba wonke ukuze kulinganiswe isivinini nokukhumbula kwebanga elide.
Izilondolozi ze-KV ze-Rolling-buffer kubasizi bengxoxo zigcina kuphela iwindi lakamuva lamathokheni, elivala inkumbulo phakathi nezingxoxo ezinde.
Amaphethini Okusebenzisa
Ukunaka kwewindi elishelelayo ekusebenzeni
I-Mistral 7B isebenzisa iwindi lokushelela lamathokheni angu-4,096 kuzo zonke izendlalelo zayo ukuze isingathe imiyalo emide eshibhile kuma-GPU abathengi.
I-Mistral 7B isebenzisa iwindi lokuslayida lamathokheni angu-4,096 kuzo zonke izendlalelo zayo ukuze isingathe imiyalo emide eshibhile kumaQembu ama-GPUs abathengi ngokuvamile athola imiphumela engcono lapho echaza imibundu yekhwalithi ngaphambili, agcine indlela yokukhuphuka kwabantu yamacala asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Ukunaka kwewindi elishelelayo ekusebenzeni
I-Longformer isebenzisa ukunakwa kwefasitela kanye namathokheni ambalwa womhlaba ukuze ahlukanise futhi afinyeze amadokhumenti anamakhasi amaningi.
I-Longformer isebenzisa ukunakwa okufakwe amafasitela kanye namathokheni ambalwa omhlaba okuhlukanisa nokufingqa amadokhumenti anamakhasi amaningi Amathimba ngokuvamile athola imiphumela engcono lapho echaza ikhwalithi ephezulu ngaphambili, egcina indlela yokukhuphuka yomuntu yamakesi asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Ukunaka kwewindi elishelelayo ekusebenzeni
I-Gemma 2 ishintshanisa izendlalelo zasendaweni zamawindi ashelelayo anezendlalelo zokunaka umhlaba wonke ukuze kulinganiswe isivinini nokukhumbula kwebanga elide.
I-Gemma 2 ishintshanisa izendlalelo zamawindi ashelelayo ngendawo nezingqimba zokunaka umhlaba wonke ukuze kulinganiswe isivinini kanye nokukhumbula ibanga elide Amaqembu ngokuvamile athola imiphumela engcono uma echaza imingcele yekhwalithi ngaphambili, agcina indlela yokukhuphuka yomuntu yamakesi asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Ukunaka kwewindi elishelelayo ekusebenzeni
Izilondolozi ze-KV ze-Rolling-buffer kubasizi bengxoxo zigcina kuphela iwindi lakamuva lamathokheni, elivala inkumbulo phakathi nezingxoxo ezinde.
Izilondolozi ze-KV ze-Rolling-buffer kubasizi bengxoxo zigcina kuphela iwindi lamathokheni lakamuva kakhulu, libamba inkumbulo phakathi nezingxoxo ezinde Amaqembu ngokuvamile athola imiphumela engcono lapho echaza imingcele yekhwalithi ngaphambili, egcina indlela yokukhuphuka kwabantu yamakesi asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Izingozi & Guardrails
Amaqiniso akhonjiwe angafaka ngokuthula imibiko, ukugeleza kosekelo, noma imiphumela yocwaningo.
Ukuzwela okusheshayo kungadala imiphumela engahambisani kuzo zonke izicelo ezifanayo.
Idatha yombhalo ebucayi ingase idalulwe uma izilawuli zokufinyelela zibuthakathaka.
Ukuqalisa Umhlahlandlela
Chaza ifomethi yokuphumayo, ithoni, namazinga wekhwalithi ngaphambi kokukhishwa.
Chaza ifomethi yokuphumayo, ithoni, namazinga wekhwalithi ngaphambi kokukhishwa. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.
Izimpendulo eziyisisekelo ngemithombo ethembekile noma nini lapho ukunemba kubalulekile.
Izimpendulo eziyisisekelo ngemithombo ethembekile noma nini lapho ukunemba kubalulekile. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.
Gcina indawo yokuhlola isibuyekezo somuntu ukuze uthole imiphumela ephezulu.
Gcina indawo yokuhlola isibuyekezo somuntu ukuze uthole imiphumela ephezulu. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.
Landela amaphethini okuhluleka futhi uqeqeshe kabusha imiyalo noma ukuhamba komsebenzi njalo.
Landela amaphethini okuhluleka futhi uqeqeshe kabusha imiyalo noma ukuhamba komsebenzi njalo. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.