Nlebaanya nlebara anya na ịkwachaa isi
Mbugharị nlebara anya bụ usoro iji chọpụta ka ozi si agafe n'ọkwa nleba anya nke Transformer iji kọwaa akara ntinye na-emetụta amụma.
Nchịkọta
Head pruning removes attention heads that contribute little, shrinking models without hurting accuracy. Together they help us interpret and compress Transformers.
Ime miri emi
Ndị na-eme mgbanwe na-agbasa echiche ha n'ọtụtụ isi nlebara anya n'ọtụtụ ọkwa, yabụ maapụ uche nke otu oyi akwa anaghị adịkarị akọ akụkọ ahụ dum. Nlebara anya, nke Abnar na Zuidema webatara na 2020, na-edozi nke a site n'ịba ụba nlebara anya matrices oyi akwa (mgbe ọ gbasachara maka njikọ fọdụrụnụ) iji tụọ ego ole ntinye ntinye ọ bụla na-emecha tinye aka na akara ngosi enyere. Iche iche, nyocha dị ka Michel na ndị ọrụ ibe '' Isi iri na isii ọ dị mma karịa otu?' gosiri na ọtụtụ isi na-ejighi arụ ọrụ: a na-enwe ike ihicha akụkụ buru ibu n'oge oge na-enweghị ntụpọ. Ịkwachaa isi na-eji ọkwa dị mkpa nke ndị isi, na-ejikarị akara nhụsianya dabere na gradient, wee kpuchie ndị na-abaghị uru. Usoro abụọ a na-emekọ ihe ọnụ: mwegharị na-ekpughe akụkụ nke netwọkụ ahụ maka nkọwa, na ịkwachaa na-arụ ọrụ na redundancy iji mee ka ụdị dị ntakịrị na ngwa ngwa.
Nghọta nka nka
Ntinye nlebara anya na-elebara anya oyi akwa ọ bụla dị ka matrik mgbanwe, na-agbakwunye akụrụngwa njirimara iji ṅomie njikọ mwụda fọdụrụnụ, na-emezi ahịrị ndị ahụ n'usoro, ma na-amụba matrices ndị a n'ofe ọkwa iji nweta mmetụta nchikota token-to-token. Ịkwachaa isi na-atụle mkpa isi nke ọ bụla dị, na-emekarị site na gradient a na-atụ anya na ọ ga-efunahụ ya gbasara mgbanwe nkpuchi isi, wee wepụ isi ndị na-enweghị isi. Ha abụọ na-adabere na nhazi modular nke nlebara anya ọtụtụ isi.
Mmetụta atụmatụ
Ọnụ ego na mmefu ego
Mkpebi ihe owuwu ụlọ na-akwalite arụmọrụ yana ọnụ ahịa ọrụ ruo ọtụtụ afọ.
Mkpebi doro anya
Nkà mmụta nka na-enyere ndị otu egwuregwu aka ịhọrọ nchịkọta ziri ezi, ọ bụghị naanị nke kachasị ọhụrụ.
Quality akara
Nhọrọ injinia ka mma na-ebelata ihe omume ntụkwasị obi na mmepụta.
Ọdịnihu nke nlebara anya na-atụgharị na ịkpụcha isi
Ka ụdị na-eto eto, ntinye nke ọma na nkọwa ntụkwasị obi abụọ na-enweta ngwa ngwa. Na-atụ anya ịkwachaa isi ka ọ jikọta ya na ịkwachaa ahaziri ahazi, nha, na ntugharị n'ime ọkpọkọ mbugharị maka ozi ọnụ na ọnụ ahịa. Ntụgharị asụsụ na-aga n'ihu na-aga n'ihu na-aga n'ihu na-aga n'ihu na nlebara anya, usoro gradient dị arọ, na nyocha sekit nke na-enyocha ọrụ ndị isi n'otu n'otu. Nrụgide usoro maka AI nwere ike ịkọwa ga-anọgide na-eme nchọpụta nke na-ejikọta isi ihe na ihe ha na-agbakọ.
Mmejuputa n'ezie n'ụwa
Na-ahụ anya nke mkpụrụokwu ndị dị n'ahịrịokwu nkewapụta mgbanwe mgbanwe dabere na ya, site n'iwepụ uche iji gosipụta akara ngosi ndị nwere mmetụta.
Na-akpakọ ụdị BERT maka mbugharị mkpanaka site na-egbutu isi nlebara anya na-enweghị isi iji belata latency
Na-enyocha ihe nlereanya maka ele mmadụ anya n'ihu site n'ịchọpụta nlebara anya na-esi na amụma laghachi azụ na akara ntinye nwere mmetụta
Na-eme ka ntinye aka na sistemu nsụgharị mmepụta ngwa ngwa site na iwepu isi ndị dị ala dị ala nke achọpụtara site na ntinye uche
Ihe ize ndụ & okporo ụzọ nche
Ịkwalite otu akara ngosi nwere ike zoo adịghị ike sistemụ sara mbara.
A na-eledakarị ihe akụrụngwa na ụgwọ ọrụ anya.
Ọdịiche nchekwa na nleba anya nwere ike itolite ka sistemu na-adịwanye mgbagwoju anya.
Map mmejuputa
Kọwaa latency, ịdịmma na ebumnuche ọnụ ahịa tupu mmejuputa ya.
Benchmark n'okpuru ibu dị adị na ọnọdụ data.
Nleba anya akụrụngwa maka mperi, ịkpafu na mmetụta onye ọrụ.
Kwadebe ụzọ nzaghachi azụghachi azụ na ihe omume tupu ịchachaa.
Nọgide na-eme nchọpụta
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Ntuziaka na-esote
Nleba anya nleba anya nke isi ọtụtụ
Ajụjụ a na-ajụkarị
What is Attention Rollout and Head Pruning?
Mbugharị nlebara anya bụ usoro iji chọpụta ka ozi si agafe n'ọkwa nleba anya nke Transformer iji kọwaa akara ntinye na-emetụta amụma. Ịkwacha isi na-ewepụ isi nlebara anya nke na-enye obere ihe, ụdị na-ebelata na-emebighị izi ezi. Ha na-enyere anyị aka ịkọwa na mpikota onu Transformers.
Gịnị bụ ebumnobi nke mwepụta nlebara anya?
Mbugharị na-amụba nlebara anya-amamihe (ya na ihe ndị fọdụrụ) iji tụọ ka ihe ntinye ntinye ọ bụla si emetụta mmepụta.
Kedu ihe kpatara mapụ uche nke otu oyi akwa anaghị ezu oke maka nkọwa?
N'ihi na a na-ekesa echiche n'ofe n'ígwé na isi, maapụ otu oyi akwa enweghị ike ijide usoro ozi zuru ezu.
Kedu ihe ntinye nlebara anya na-agbakwunye na matriks nlebara anya ọ bụla na akaụntụ maka njikọ ndị fọdụrụ?
Ịgbakwunye ihe njirimara njirimara na-egosipụta njikọ mwụpụ fọdụrụnụ nke na-eme ka akara ngosi jide ozi nke ha.
Kedu ihe nyocha gbasara nlebara anya ọtụtụ isi gosipụtara gbasara isi n'isi?
Ọmụmụ ihe dịka 'isi iri na isii ọ dị mma karịa otu?' gosiri na nnukwu akụkụ nke isi bụ ejighi oru na ntinye.
Kedu ka esi atụle mkpa isi maka ịkwa osisi?
A na-enyochakarị mkpa ọ dị site na iji gradient nke mfu n'ihe gbasara mgbanwe nkpuchi n'isi ọ bụla.