Nlereanya Ogologo Ochie
Nlegharị anya ogologo okwu na-eme ka ụdị asụsụ gụọ wee tụgharịa uche n'ihe ntinye dị ukwuu n'otu oge, site na narị ibe ruo na koodu koodu.
Nchịkọta
It matters because a bigger context window changes what is possible without retrieval, fine-tuning, or splitting documents.
Ime miri emi
Window gbara ihe nlereanya bụ ọnụ ọgụgụ kacha elu nke akara ọ nwere ike ịga na otu ngafe. Ụdị mbụ na-edozi ihe ngosi puku ole na ole; Usoro ọgbara ọhụrụ ruru ọtụtụ narị puku ma ọ bụ ọbụna ọtụtụ nde. Ihe mgbochi dị n'etiti bụ na ọnụ ahịa nlebara anya onwe onye na-eto n'ụzọ anọ na ogologo usoro, ya mere, ntinye ntinye okpukpu abụọ na-eme ka ọrụ ahụ dị okpukpu anọ. Ndị injinia na-alụ ọgụ nke a site na itinye koodu ọnọdụ dị mma dị ka RoPE na aghụghọ ya, ụdị nlebara anya dị ka windo sliding na FlashAttention, yana njikwa ebe nchekwa amamihe. Mana windo dị ogologo abụghị nke ka mma ozugbo. Nsogbu 'efunahụ n'etiti' na-egosi ụdị na-echetakarị ozi na mmalite na njedebe nke ntinye ogologo ntụkwasị obi karịa eziokwu ndị e liri n'etiti, yabụ ogologo ogologo ga-ejikọta ya na ezigbo ncheta enwere ike iji ya mee ihe.
Nghọta nka nka
Nlebara anya onwe onye na-atụnyere akara ọ bụla na akara ọ bụla ọzọ, na-enye O(n squared) compute na ebe nchekwa n'usoro ogologo n. Ntụle akụkụ anọ ahụ bụ ya mere ogologo ọnọdụ gburugburu ji dị ọnụ. FlashAttention na-eji IO maara, mgbako tiled na-ezere ide matriks nlebara anya zuru oke na ebe nchekwa, ebe nleba anya na windo na-amachi akara ọ bụla na mpaghara mpaghara. Ntinye ọnọdụ Rotary (RoPE), na-enwekarị mkparịta ụka, ka ụdị n'ozuzu ya na ogologo usoro ogologo karịa ka a zụrụ ya.
Mmetụta atụmatụ
Ọsọ na ọnụ ọgụgụ
Usoro ọrụ asụsụ nwere ike ịga ngwa ngwa n'achụghị nkwụsi ike.
Nweta na iru
Ọ na-agbasawanye ohere n'ofe asụsụ na ụdị nzikọrịta ozi.
Mkpebi doro anya
Ndị otu nwere ike itinyekwu oge na ikpe ebe akpaaka na-ejikwa nkwughachi.
Ọdịnihu nke Nlereanya Ogologo Ogologo
Window ndị dị na ya ga-anọgide na-eto eto, mana oke ahụ na-agbanwe site na ogologo ogologo gaa na iji ya eme ihe nke ọma: ncheta ọnọdụ etiti ka mma, ọnụ ala dị ala maka akara ngosi, yana echiche a pụrụ ịdabere na ya n'ofe windo niile. Na-atụ anya njikọta siri ike na iweghachite ka ụdịdị na-adọta naanị ihe dị mkpa, gbakwunyere caching ngwa ngwa nke na-ejigharị ogologo ọnọdụ edobere ọnụ ala karịa n'ọtụtụ ajụjụ. Ihe owuwu na-agwakọta nlebara anya na ụdị oghere steeti dị ka Mamba chọrọ ijikwa usoro ogologo ogologo yana nchacha nso nso.
Mmejuputa n'ezie n'ụwa
Tapawa nkwekọrịta niile nwere ibe 100 n'ime otu ngwa ngwa na ịrịọ ihe nlereanya ka ọ kọwapụta nkebiokwu ọ bụla megidere iwu enyere.
Na-ebulite koodu ntọala ma ọ bụ nnukwu modul ka ihe nlereanya ahụ wee nwee ike ịchọta ahụhụ n'ofe ọtụtụ faịlụ na-enweghị iweghachite faịlụ-site-faịlụ akwụkwọ ntuziaka.
Na-achịkọta akwụkwọ zuru oke ma ọ bụ transcript nzuko dị ogologo n'otu ngafe ka ị na-edobe ntụaka na-agbanwe agbanwe.
Na-enye ọtụtụ tiketi nkwado gara aga otu oge ka ihe nlereanya ahụ zaa tiketi ọhụrụ yana akụkọ zuru oke n'echiche.
Ihe ize ndụ & okporo ụzọ nche
Eziokwu ndị e chepụtara echepụta nwere ike jiri nwayọ tinye akụkọ, nkwado nkwado, ma ọ bụ nsonaazụ nyocha.
Mmetụta ngwa ngwa nwere ike ịmepụta nsonaazụ na-ekwekọghị ekwekọ n'ofe arịrịọ ndị yiri ya.
Enwere ike ikpughe data ederede nwere mmetụta ma ọ bụrụ na njikwa ohere adịghị ike.
Map mmejuputa
Kọwaa usoro mmepụta, ụda, na ụkpụrụ ịdịmma tupu ibugharị.
Weghachite nzaghachi site na isi mmalite ntụkwasị obi mgbe ọ bụla izi ezi dị mkpa.
Debe ebe nleba anya mmadụ maka mpụta dị elu.
Sochie ụkpụrụ ọdịda ma na-azụghachi mkpali ma ọ bụ usoro ọrụ mgbe niile.
Nọgide na-eme nchọpụta
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Ntuziaka na-esote
Nkwekọrịta ọnọdụ maka ogologo okwu
Ajụjụ a na-ajụkarị
What is Long-Context Modeling?
Nlegharị anya ogologo okwu na-eme ka ụdị asụsụ gụọ wee tụgharịa uche n'ihe ntinye dị ukwuu n'otu oge, site na narị ibe ruo na koodu koodu niile. Ọ dị mkpa n'ihi na mpio ihe gbara ya gburugburu na-agbanwe ihe ga-ekwe omume na-enweghị iweghachite, ngbanwe nke ọma, ma ọ bụ nkewa akwụkwọ.
Kedu ihe 'window ọnọdụ' ihe nlereanya na-ezo aka?
Window gbara ya gburugburu bụ mmefu ego akara ngosi nwere ike ịgụ wee tụgharịa uche n'otu oge n'otu ngafe aga n'ihu.
Kedu ihe kpatara nlebara anya onwe onye ọkọlọtọ ji adị ọnụ maka ntinye ogologo oge?
Nlebara anya onwe onye na-atụnyere akara ọ bụla na akara ọ bụla ọzọ, yabụ ọnụ ahịa ọnụ ahịa dị ka O(n squared) n'usoro ogologo n.
Kedu ihe bụ nsogbu 'furu efu n'etiti'?
Nnyocha na-egosi ntinye ziri ezi eweghachi maka ọdịnaya etinyere n'etiti ogologo okirikiri, yabụ ogologo naanị anaghị ekwe nkwa icheta.
Kedu ihe FlashAttention na-eme nke ọma?
FlashAttention na-agbakọ nlebara anya na taịlị na-edoghị anya matriks nlebara anya zuru oke na ebe nchekwa, na-ebelata ọnụ ahịa ebe nchekwa nke usoro ogologo.
Kedu ọrụ ntinye ọnọdụ rotary (RoPE) na-arụ n'ụdị ogologo okwu?
RoPE na-echekwa ozi ọnọdụ ikwu na enwere ike itinye ya ka ihe nlereanya na-ejikwa usoro ogologo karịa ogologo ọzụzụ ya.