Boppu induksioŋ ci trafokat yi
Boppu induction mooy boppu attention yiy jëfandikoo sàrtu koppi bu yomb waaye am doole: 'Gisoon naa [A] [B] bu njëkk, leegi ma gis [A], kon wax [B].' Bokk nañu ci jumtukaay yi gëna am solo ci ginaaw mën mënu transformatër yi ngir jàng ci misaal yu néew ci prompt bi.
Plongeur bu xóot
Ñu ngi ko gis ci tekki mekanik bu transformatër yu ndaw yi, boppu induksioŋ yi dañuy feeñ ci diiru tàggat ci jamonoy màndarga buy méngoo ak daanu bu gaaw ci ñàkk ak ndoortelu jàng ci biir. Dañuy faral di liggéey ni circuit bu am ñaari bopp. Benn 'boppu token bu njëkk' ci benn layer bu njëkk dafay kopie leeral yi jëm ci token bu nekk ci kanam. Ginaaw loolu boppu induction bi dafay jëfandikoo loolu ngir def prefix matching: mu gis benn xew-xew bu njëkk ci token bi fi nekk, xool li ci topp, ba noppi dellu ngir kopie token bi ci topp ci prediction bi. Mën-mënu matt motif bii dafay may model yi ñu baamtu seeni toppalante, matt analogie yi, ba noppi tànn formaa yu bees wala joxe leeral ci baat yiñ joxe ci biir laaj bi, te du am benn coppite ci diisaay bi.
Gis-gis xarala
Circuit bi dafay boole ñaari boppu attention yu jaar ci diisaay yi. Boppu token bi njëkk dafay bind 'token bi ma jiitu X la woon' ci position bu nekk. Boppu induksioŋ bi laaj-caabi méngoo (Q-K) dafay méngoo token bi fi nekk ak tombu yi ñu toxal ngir gis position [A] yi njëkk, ba noppi yoon wi muy génne-valeur (O-V) dafay kopie token bi ci topp. Lii misaal la bu leer ci 'composition K' buñ jàngat ci gëstu sircuit transformateur yi.
njeextalu pexe
Gaawaay ak yaatuwaay
Liggéeyukaay yi ci làkk yi mën nañu gëna gaaw te duñu yàq deggoo gi.
Dugg ak yegg
Dafay yaatal jëfandikoo gi ci làkk yi ak ci anam yi ñuy jokkoo.
dogal yu gëna leer
Ekip yi mën nañu gëna yàgg ci àtte ci jamono ji otomatisation di liggéey ci baamtu.
Ëlëgu boppu induksioŋ ci trafokat yi
Boppu induksioŋ bi nekk na xeetu tekki bu mekanik, te xam-xam bi mingi yaatal xalaat bi ci 'circuit jàng ci biir kontekst' yu gëna riis yuy jëfandikoo abstraksioŋ, te baña yam ci kopie rek. Xaarandil yeneen liggéey yuy lëkkale forme yu gaaw yi ci bopp yi ak coppite yi ci fase yi ak kàttan yiy feeñ ci model yu gëna mag. Xam kañ ak naka la sircuit yu mel noonu di formewu mën na tax ñu mëna wax luy waaja am, defar ay curriculum yu gëna baax, ak tabax jumtukaayi kaaraange yuy xàmmee su model yi di jàng jeffin yu ñu bëggul ci contexte bi kese.
Doxal ci àdduna dëgg
Tamal ab toppalante token bu bariwul lu melni 'A B C ... A B' di wax luy waaja am ci 'C' ci muy tekki.
Few-shot prompting fu model bi di kopie formaa input-output bi ñu wane ci misaal yu njëkk ya.
Jàng lu baat buñ defar di tekki ci laaj bi, ba noppi jëfandikoowaat ko ci anam wu jaar yoon ci benn pàcc bi.
Echoing ci dëggu ab string wala limu quoted bu gudd ci méngoo ak gis-gis yu njëkk yi ci ay tokenam.
Risk yi ak balustrade yi
Lépp lu jaarul yoon mën na dugg ci rapoor yi, jàppale ci liggéey bi, wala ci njariñu gëstu bi.
Sensibilite bu gaaw mën na jur njariñ yu wuute ci laajte yu noonu mel.
Done yu am solo mën nañu feeñ sudee seytu jëfandikoo gi néew doole.
Roadmap ngir samp gi
Mandargal formaa génne gi, melokaan bi, ak standard kalite yi laata ngay dugal ko.
Tontu yu am solo ak balluwaay yu wóor saa yu dëggu bi di am solo.
Fexeel am barabu xool nit ñi ngir am njariñ yu am solo.
Toppal anami gacce yi ak di faral di tàggataat ay laaj wala def-liggéey.
Weyal di banneexu
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Gis bi ci topp
Jamba Hybride Transformateur-Mamba
Laaj yi ñuy faral di laaj
What is Induction Heads in Transformers?
Boppu induction mooy boppu attention yiy jëfandikoo sàrtu koppi bu yomb waaye am doole: 'Gisoon naa [A] [B] bu njëkk, leegi ma gis [A], kon wax [B].' Bokk nañu ci jumtukaay yi gëna am solo ci ginaaw mën mënu transformatër yi ngir jàng ci misaal yu néew ci prompt bi.
Ban sàrt la boppu induction di tëral?
Boppu induksioŋ yi dañuy méngale prefix yi: dañuy seet fi token bi fi nekk feeñee bu njëkk ba noppi ñu kopie lépp lu ci topp.
Boppu induction yi ñoo gëna méngoo ak ban kàttan?
Seenug feeñte mingi méngoo ak ndoortelu jàng ci biir contexte, mën ànd ak misaal yi ci laaj bi te du am benn coppite ci diisaay bi.
Ban cër la 'boppu token bi njëkk' di def ci sircuit induksioŋ bi?
Boppu token bi njëkk dafay bind 'sama ki ko jiitu mooy X' ci biir residual stream bi, loolu mooy tax boppu induction bi mëna méngoo ak kopie.
Ñaata boppu attention lañuy faral di bokk ci sircuit induction canonique bi?
Circuit classique bi dafa am ñaari bopp: benn boppu token bu njëkk boole ci boppu induction biy def méngoo ak kopie.
Lan mooy gëna am solo ci boppu induction yi ñuy forme ci diiru tàggat yaram?
Boppu induction yi dañuy feeñ ci jamonoy coppite fase bu méngoo ak daanu bu gaaw bu ñàkk ak feeñug jàng ci biir contexte.