Incamake
Imiterere-ndende yerekana imiterere y'ururimi gusoma no gutekereza hejuru yinyongera nini icyarimwe, kuva kumpapuro amagana kugeza kode yose. Nibyiza kuko idirishya rinini ryamadirishya rihindura ibishoboka utabanje kugarura, gutunganya neza, cyangwa gutandukanya inyandiko.
Icyerekezo kirekire-Icyitegererezo ni igice cyururimi-AI stack ikoreshwa mugusoma, kubyara, gutondekanya, no guhindura inyandiko nimvugo murwego.
Kwibira cyane
Icyitegererezo cyerekana imiterere ni idirishya ntarengwa ryibimenyetso rishobora kwitabira muri pass imwe. Icyitegererezo cyambere cyakoresheje ibimenyetso ibihumbi bike; sisitemu igezweho igera ku bihumbi magana cyangwa na miliyoni. Inzitizi nyamukuru ni uko ibiciro byo kwiyitaho bisanzwe bikura inshuro enye hamwe nuburebure bwikurikiranya, bityo gukuba kabiri ibyinjijwe bikubye kane akazi. Ba injeniyeri barwanya ibi hamwe na kodegisi yubwenge nka RoPE nuburyo bwayo bwo gupima, impinduka zokwitabwaho nko kunyerera-idirishya na FlashAttention, hamwe no gucunga neza ubwenge. Ariko idirishya rirerire ntabwo rihita riba ryiza. Ikibazo 'cyatakaye hagati' cyerekana icyitegererezo gikunze kwibutsa amakuru mugitangira no kurangiza kwinjiza birebire byizewe kuruta ibintu byashyinguwe hagati, bityo uburebure buke bugomba guhuzwa no kwibuka kwakoreshwa.
Ubushishozi
Kwiyitaho kugereranya buri kimenyetso nikindi kimenyetso, guha O (n kwaduka) kubara no kwibuka muburebure bwikurikiranya n. Iyo kwaduka ya quadratic niyo mpamvu imirongo miremire ihenze. FlashAttention igabanya ububiko bwibuke hamwe na IO-ibizi, iringaniye irinda kwandika matrike yuzuye yo kwibuka kugirango yibuke, mugihe kunyerera-idirishya ryitondewe rigabanya buri kimenyetso kubaturanyi. Umwanya wo guhinduranya (RoPE), akenshi hamwe na interpolation, reka moderi rusange muburebure bwikurikiranya kurenza uko babitojwe.
Kumenya Kuringaniza-Ibihe Byerekana
Imiterere-ndende yerekana imiterere y'ururimi gusoma no gutekereza hejuru yinyongera nini icyarimwe, kuva kumpapuro amagana kugeza kode yose. Nibyiza kuko idirishya rinini ryamadirishya rihindura ibishoboka utabanje kugarura, gutunganya neza, cyangwa gutandukanya inyandiko. Icyerekezo kirekire-Icyitegererezo ni igice cyururimi-AI stack ikoreshwa mugusoma, kubyara, gutondekanya, no guhindura inyandiko nimvugo murwego. Kugirango wubake byimbitse, fata Moderi ndende-yerekana urugero nkicyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mu myitozo, amakipe akomeye akoresha Long-Context Modeling igishushanyo mbonera, kugarura, no gusubiramo imirongo nka sisitemu imwe y'itumanaho ihuriweho. Bandika ibipimo ngenderwaho byerekana intsinzi, bagerageza kurwanya amakuru afatika hamwe nakazi keza, kandi bagasubiramo bashingiye kubikorwa byagaragaye ko batsinzwe aho gutsinda inshuro imwe. Aha niho imyumvire yubumenyi ihinduka mubushobozi burambye kubicuruzwa, politiki, nibikorwa.
Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika. Mugihe kimwe, ibintu bya Hallucinated birashobora kwinjiza bucece raporo, gushyigikira imigendekere, cyangwa ibisubizo byubushakashatsi. Uburyo bukomeye cyane ni uguhuza umuvuduko wikigereranyo hamwe na disipuline yimiyoborere: kuyobora abaderevu, gufata ibimenyetso, gutangaza ibyemezo byicyemezo, no gukomeza kuvugurura uburyo bwo kwirinda nkimyitwarire yicyitegererezo, ibyo abakoresha bategereje, nibisabwa n'amategeko bigenda bihinduka.
Ingaruka z'Ingamba
Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika.
Ururimi rwakazi rushobora kugenda byihuse nta gutamba guhuzagurika. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Yagura uburyo bwindimi nuburyo bwo gutumanaho.
Yagura uburyo bwindimi nuburyo bwo gutumanaho. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Amakipe arashobora kumara umwanya munini murubanza mugihe automatike ikora gusubiramo.
Amakipe arashobora kumara umwanya munini murubanza mugihe automatike ikora gusubiramo. Mubikorwa byujuje ubuziranenge, ibi bihindurwa mumategeko agenga imikorere, imipaka nyirubwite, hamwe n'imihango yo gusubiramo kenshi kugirango amakipe ashobore kwigirira ikizere aho gupima ibidasobanutse.
Gushyira mu bikorwa Isi
Kwandika amasezerano yimpapuro 100 muburyo bumwe hanyuma ugasaba icyitegererezo gushyira ibendera ingingo zose zivuguruzanya na politiki runaka.
Gupakira codebase yose cyangwa module nini kuburyo moderi ishobora gukurikirana ikosa kuri dosiye nyinshi zidafite intoki za dosiye.
Incamake yigitabo cyuzuye cyangwa inyandiko ndende yinama murupapuro rumwe mugihe ugumya kwerekanwa muri rusange.
Kugaburira amatike menshi yingoboka icyarimwe kugirango moderi isubize itike nshya hamwe namateka yuzuye urebye.
Uburyo bwo Gushyira mu bikorwa
Icyerekezo kirekire-Icyitegererezo mubikorwa
Kwandika amasezerano yimpapuro 100 muburyo bumwe hanyuma ugasaba icyitegererezo gushyira ibendera ingingo zose zivuguruzanya na politiki runaka.
Kwandika amasezerano yimpapuro 100 muburyo bumwe hanyuma ugasaba icyitegererezo gushyira ahagaragara ingingo zose zivuguruzanya na politiki yatanzwe Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Icyerekezo kirekire-Icyitegererezo mubikorwa
Gupakira codebase yose cyangwa module nini kuburyo moderi ishobora gukurikirana ikosa kuri dosiye nyinshi zidafite intoki za dosiye.
Gupakira codebase yose cyangwa module nini kugirango moderi ishobore gukurikirana amakosa kuri dosiye nyinshi zidafite intoki za dosiye-yo kugarura Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Icyerekezo kirekire-Icyitegererezo mubikorwa
Incamake yigitabo cyuzuye cyangwa inyandiko ndende yinama murupapuro rumwe mugihe ugumya kwerekanwa muri rusange.
Incamake yigitabo cyuzuye cyangwa inyandiko mvugo ndende yinama mumurongo umwe mugihe ugumya kwerekanwa mumakipe yose mubisanzwe bigera kumusubizo mwiza mugihe basobanuye ibipimo ngenderwaho imbere, bagakomeza inzira yo kuzamura abantu kubibazo byimbitse, kandi bagakurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Icyerekezo kirekire-Icyitegererezo mubikorwa
Kugaburira amatike menshi yingoboka icyarimwe kugirango moderi isubize itike nshya hamwe namateka yuzuye urebye.
Kugaburira amatike menshi yo gushyigikira icyarimwe kugirango icyitegererezo gisubize itike nshya hamwe namateka yuzuye urebye Amakipe ubusanzwe abona ibisubizo byiza mugihe asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe.
Ingaruka & Kurinda
Ibintu bifatika bishobora kwinjiza bucece raporo, gushyigikira imigendekere, cyangwa ibisubizo byubushakashatsi.
Kwihuta byihuse birashobora gukora ibisubizo bidahuye mubisabwa bisa.
Ibyanditswe byumvikana birashobora kugaragara niba kugenzura kugenzura ari ntege.
Igishushanyo mbonera
Sobanura imiterere isohoka, amajwi, hamwe nubuziranenge mbere yo gutangira.
Sobanura imiterere isohoka, amajwi, hamwe nubuziranenge mbere yo gutangira. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Ibisubizo byibanze hamwe nisoko yizewe igihe cyose ukuri kwingirakamaro.
Ibisubizo byibanze hamwe nisoko yizewe igihe cyose ukuri kwingirakamaro. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Komeza kugenzura abantu kugenzura ibisubizo byinshi.
Komeza kugenzura abantu kugenzura ibisubizo byinshi. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.
Kurikirana uburyo bwo kunanirwa no kongera imyitozo cyangwa akazi gahoraho.
Kurikirana uburyo bwo kunanirwa no kongera imyitozo cyangwa akazi gahoraho. Fata buri ntambwe nk irembo ryibimenyetso: niba ibipimo bitujujwe, hagarika kuzenguruka, funga icyuho, hanyuma noneho wagure imikoreshereze.