Uhlolojikelele
I-EleutherAI iqoqo lokucwaninga elingenzi nzuzo elisezingeni eliphansi elisungule amamodeli ezilimi ezinkulu zemithombo evulekile lapho umngcele we-AI ukhiyelwe ngemuva kwezindonga zebhizinisi. Kufakazele ukuthi umphakathi wamavolontiya ungakha futhi ukhulule ngokukhululekile amamodeli aphikisanayo amasistimu avaliwe, abumbe kabusha ukuthi ubani obamba iqhaza ocwaningweni lwe-AI.
I-EleutherAI iqondwa kangcono kumongo wesu, ukufinyelela kwemodeli, izinqumo zeplathifomu, nobambiswano lwe-ecosystem.
I-Deep Dive
I-EleutherAI yaqala ngoJulayi 2020 njengomphakathi we-Discord ohlelwe u-Connor Leahy, uSid Black, no-Leo Gao, ekuqaleni owawuhloselwe ukuphinda OpenAI's GPT-3. Ukuze baqeqeshe amamodeli anjalo, baqale bakhe futhi bakhipha i-The Pile, isethi yedatha ekhethiwe engu-825GB eyaba ikhophasi yokuqeqeshwa evulekile evamile. Babe sebekhipha i-GPT-Neo, GPT-J-6B, kanye ne-20-billion-parameter GPT-NeoX-20B, phakathi kwezinhlobo zezilimi ezinkulu ezitholakala ngokuvulekile zesikhathi sabo. Amathuluzi abo, okuhlanganisa umtapo wolwazi we-GPT-NeoX kanye ne-LM Evaluation Harness esetshenziswe imboni yonke ukuze kubekwe uphawu lokulinganisa, aba ingqalasizinda abanye bakhelwe phezu kwayo. Ngo-2023 i-EleutherAI yenziwa ngokusemthethweni njengesikhungo socwaningo esingenzi nzuzo, inweba ekuchazekeni, ukuqondanisa, kanye nesayensi yokuthi amamodeli afunda kanjani.
I-Technical Insight
Amamodeli we-EleutherAI asebenzisa i-architecture ye-decoder ye-transformer, kodwa i-GPT-J ne-GPT-NeoX yethule izinketho zobunjiniyela ezisebenzayo ezifana ne-Rotary Positional Embeddings (RoPE) ukuze kufakwe amathokheni amathokheni kanye nezendlalelo zokunaka ezihambisanayo-plus-feedforward ukuze kusheshiswe ukuqeqeshwa. Okubaluleke kakhulu, baqeqeshwe kuma-TPU nama-GPU anikelwe ngokubambisana okufana ne-Google's TPU Research Cloud kanye ne-CoreWeave, okubonisa ukuthi ikhompuyutha esabalalisiwe, exhaswe ngabaxhasi ingase ithathele indawo yedathacenter yebhizinisi uma ibhangqwe nekhodi evulekile.
Ubuchwepheshe be-EleutherAI
I-EleutherAI iqoqo lokucwaninga elingenzi nzuzo elisezingeni eliphansi elisungule amamodeli ezilimi ezinkulu zemithombo evulekile lapho umngcele we-AI ukhiyelwe ngemuva kwezindonga zebhizinisi. Kufakazele ukuthi umphakathi wamavolontiya ungakha futhi ukhulule ngokukhululekile amamodeli aphikisanayo amasistimu avaliwe, abumbe kabusha ukuthi ubani obamba iqhaza ocwaningweni lwe-AI. I-EleutherAI iqondwa kangcono kumongo wesu, ukufinyelela kwemodeli, izinqumo zeplathifomu, nobambiswano lwe-ecosystem. Ukuze wakhe ukuqonda okujulile, phatha i-EleutherAI njengemodeli yokusebenza, hhayi isici esisodwa: chaza imiphumela oyifunayo, ucacise ukucabanga, futhi uhlukanise lokho uhlelo olungakwenza ngokwethembeka kulokho okusadinga ukwahlulela kochwepheshe.
Empeleni, amaqembu aqinile asebenzisa i-EleutherAI ahlola isu lomthengisi, ukwethembeka kwemephu yomgwaqo, kanye nobungozi bokukhiya ngaphambi kokwenza. 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.
Imephu yemigwaqo yabathengisi ithonya izici ithimba lakho elingazakha ngokulandelayo. Ngesikhathi esifanayo, izimemezelo Zokuqalisa zingase zidlule ukuzinza ekusebenzeni kwangempela kokukhiqiza. 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
Imephu yemigwaqo yabathengisi ithonya izici ithimba lakho elingazakha ngokulandelayo.
Imephu yemigwaqo yabathengisi ithonya izici ithimba lakho elingazakha ngokulandelayo. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.
Imigomo yezohwebo nezinketho zokuthunyelwa zithinta izindleko zesikhathi eside nobungozi.
Imigomo yezohwebo nezinketho zokuthunyelwa zithinta izindleko zesikhathi eside nobungozi. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.
Izinxephezelo zenkampani zibumba okuzenzakalelayo kwemikhiqizo, ukuma kokuphepha, nokuvuleleka.
Izinxephezelo zenkampani zibumba okuzenzakalelayo kwemikhiqizo, ukuma kokuphepha, nokuvuleleka. Ekusetshenzisweni kwekhwalithi ephezulu, lokhu kuhunyushwa emithethweni yokusebenza elinganisekayo, imingcele yobunikazi, nemikhuba yokubuyekeza ephindelelayo ukuze amaqembu akwazi ukukala ukuzethemba esikhundleni sokukala ukungaqondakali.
Ukuqaliswa Komhlaba Wangempela
Iqoqo ledatha lenqwaba lisetshenziswa abacwaningi emhlabeni wonke ukuze baqeqeshe futhi bafunde amamodeli olimi oluvulekile ngendlela ephindaphindekayo.
I-GPT-J-6B kanye ne-GPT-NeoX-20B zisetshenziswa yiziqalo nezifundiswa njengezinye izindlela zamahhala zamamodeli we-API wokuhweba.
I-LM Evaluation Harness iyithuluzi elijwayelekile amalebhu amaningi alisebenzisela ukulinganisa ukusebenza kwemodeli kumakhulu emisebenzi.
Abacwaningi abazimele bezokuphepha nokutolika basebenzisa izisindo ezivuliwe ze-EleutherAI ukuze bafunde amamodeli angaphakathi avale ama-API acashile.
Amaphethini Okusebenzisa
EleutherAI ngokusebenza
Iqoqo ledatha lenqwaba lisetshenziswa abacwaningi emhlabeni wonke ukuze baqeqeshe futhi bafunde amamodeli olimi oluvulekile ngendlela ephindaphindekayo.
Iqoqo ledatha lenqwaba lisetshenziswa abacwaningi emhlabeni wonke ukuze baqeqeshe futhi batadishe amamodeli olimi oluvulekile ngendlela ephindaphindekayo Amaqembu ngokuvamile athola imiphumela engcono uma echaza ikhwalithi ephezulu ngaphambili, egcina indlela yokukhuphuka yabantu yamakesi asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
EleutherAI ngokusebenza
I-GPT-J-6B kanye ne-GPT-NeoX-20B zisetshenziswa yiziqalo nezifundiswa njengezinye izindlela zamahhala zamamodeli we-API wokuhweba.
I-GPT-J-6B kanye ne-GPT-NeoX-20B zisetshenziswa yiziqalo nezifundiswa njengezinye izindlela zamahhala zamamodeli e-API ezentengiselwano Amaqembu ngokuvamile athola imiphumela engcono uma echaza imingcele yekhwalithi ngaphambili, egcina indlela yokukhuphuka komuntu yamakesi asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
EleutherAI ngokusebenza
I-LM Evaluation Harness iyithuluzi elijwayelekile amalebhu amaningi alisebenzisela ukulinganisa ukusebenza kwemodeli kumakhulu emisebenzi.
I-LM Evaluation Harness iyithuluzi elivamile amalebhu amaningi alisebenzisayo ukuze alinganisele ukusebenza kwemodeli kumakhulu emisebenzi Amathimba ngokuvamile athola imiphumela engcono uma echaza izinga eliphezulu ngaphambili, egcina indlela yokukhuphuka yomuntu yamakesi asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
EleutherAI ngokusebenza
Abacwaningi abazimele bezokuphepha nokutolika basebenzisa izisindo ezivuliwe ze-EleutherAI ukuze bafunde amamodeli angaphakathi avale ama-API acashile.
Abacwaningi abazimele bezokuphepha nokutolika basebenzisa izisindo ezivulekile ze-EleutherAI ukutadisha amamodeli angaphakathi avala ama-API afihla Amathimba ngokuvamile athola imiphumela engcono uma echaza imikhawulo yekhwalithi ngaphambili, egcina indlela yokukhuphuka komuntu yamakesi asemaphethelweni, futhi alandelele kokubili izinzuzo zokukhiqiza nezindleko zamaphutha ngokuhamba kwesikhathi.
Izingozi & Guardrails
Izimemezelo zokwethula zingase zeqe ukuzinza ekugelezeni komsebenzi wangempela wokukhiqiza.
Izintengo ze-API noma izinguquko zenqubomgomo zingaphula ukucabanga ngobusuku obubodwa.
Ukuncika komthengisi oyedwa kukhulisa izindleko zokukhiya nokufuduka.
Ukuqalisa Umhlahlandlela
Linganisa abahlinzeki usebenzisa eyakho imisebenzi namasethi edatha.
Linganisa abahlinzeki usebenzisa eyakho imisebenzi namasethi edatha. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.
Buyekeza ubumfihlo, ukuphepha, nemibandela yomthetho ngaphambi kokuhlanganiswa.
Buyekeza ubumfihlo, ukuphepha, nemibandela yomthetho ngaphambi kokuhlanganiswa. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.
Gcina uhlelo lokubuyela emuva kuwo wonke amamodeli noma abathengisi.
Gcina uhlelo lokubuyela emuva kuwo wonke amamodeli noma abathengisi. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.
Gada amanothi okukhululwa ukuze izinguquko zemephu yomgwaqo zingamangazi amaqembu.
Gada amanothi okukhululwa ukuze izinguquko zemephu yomgwaqo zingamangazi amaqembu. Phatha isinyathelo ngasinye njengesango lobufakazi: uma imibandela ingafinyelelwa, misa ukukhishwa, vala igebe, bese unweba ukusetshenziswa.