Incamake
Aho guhanura ibimenyetso bizakurikiraho, icyitegererezo cyatojwe guhanura ibimenyetso byinshi bizaza icyarimwe. Ibi bikarishye ibimenyetso byo kwiga kandi bifungura umwanzuro wihuse ukoresheje decoding ya decoding.
Amahugurwa menshi yo guhanura ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo.
Kwibira cyane
Ururimi rusanzwe rwimenyerejwe hamwe nubutaha-bwo guhanura: ukurikije imiterere, guhanura icyerekezo gikurikira. Ubuhanuzi bwinshi (MTP), bukunzwe nimpapuro 2024 Meta kandi bwemejwe muri DeepSeek-V3, bwongeramo imitwe yoroheje yasohotse kuburyo icyitegererezo icyarimwe gihanura ikimenyetso gikurikira hiyongereyeho ibimenyetso bya 2, icya 3, nicya 4 mbere yigihugu kimwe cyihishe. Ibi bihatira umuyoboro guteganya ejo hazaza kandi bikagabanya ibimenyetso byamahugurwa - buri mwanya ubungubu utanga amagambo menshi yo gutakaza. Meta yatangaje cyane cyane inyungu nini kuri code no gutekereza kubyara, hamwe na moderi nini zunguka byinshi. Icy'ingenzi, imitwe yinyongera irashobora gutabwa nyuma yimyitozo, bityo ingano yicyitegererezo kubyoherezwa ntigomba gukura.
Ubushishozi
MTP ifata imitwe yigenga yo guhanura hejuru yumutwe uhuriweho na transformateur; umutwe k uhanura ikimenyetso kumwanya t + k uhereye kumyanya kumwanya t. Igihombo cyegeranijwe mugihe cy'amahugurwa. Mugusuzuma, imitwe yingoboka ituma kwishushanya-kwishushanya: icyitegererezo gitanga ibimenyetso byinshi mumurongo umwe, hanyuma bikabigenzura, bikagera kuri 3x byihuse byihuse bidahinduye ibisohoka.
Kumenyereza Amahugurwa menshi yo guhanura
Aho guhanura gusa ibimenyetso bizakurikiraho, icyitegererezo cyatojwe guhanura ibimenyetso byinshi bizaza icyarimwe. Ibi bikarishye ibimenyetso byo kwiga kandi bifungura umwanzuro wihuse ukoresheje decoding ya decoding. Amahugurwa menshi yo guhanura ni igice cyururimi-AI ikoreshwa mu gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo. Kugira ngo wubake byimbitse, fata Amahugurwa ya Multi-Token yo guhanura nk'icyitegererezo gikora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mubimenyerezo, amatsinda akomeye akoresha Multi-Token Prediction Training Training 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
DeepSeek-V3 ukoresheje intego ya MTP mugihe cyo kwitegura kuzamura imikorere yamakuru no gukora decoding yibitekerezo
__AIU_PROTECTED_13 __ 'kode-yerekana kode yerekana ibyunguka byukuri kuri HumanEval na MBPP kuva guhanura ibimenyetso byinshi
Kwiyerekana-kwishushanya: gutegura ibimenyetso 3-4 kuri pass imbere hanyuma ugenzura byihuse, gukwirakwiza-kubika umusaruro
Byihuse autocomplete mubufasha ba coding aho ibimenyetso byinshi byemewe byasabwe kandi bikagenzurwa murwego rumwe
Uburyo bwo Gushyira mu bikorwa
Amahugurwa menshi yo guhanura imyitozo
DeepSeek-V3 ukoresheje intego ya MTP mugihe cyo kwitegura kuzamura imikorere yamakuru no gukora decoding yibitekerezo.
DeepSeek-V3 ukoresheje intego ya MTP mugihe cyo kwitegura kuzamura amakuru neza no gutuma amakarita ya decoding yibitekerezo Amakipe asanzwe abona ibisubizo byiza mugihe asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
Amahugurwa menshi yo guhanura imyitozo
__AIU_PROTECTED_13 __ 'kode-yerekana kode yerekana ibyunguka byukuri kuri HumanEval na MBPP kuva guhanura ibimenyetso byinshi.
__AIU_PROTECTED_13 __ yerekana kode yerekana kode yerekana inyungu zukuri kuri HumanEval na MBPP kuva guhanura ibimenyetso byinshi Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo ngenderwaho byimbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi akurikirana inyungu zibyara umusaruro nibiciro byigihe.
Amahugurwa menshi yo guhanura imyitozo
Kwiyerekana-kwishushanya: gutegura ibimenyetso 3-4 kuri pass imbere hanyuma ukareba byihuse, gukwirakwiza-kubika ibisohoka.
Kwiyitirira kwishushanya: gutegura ibimenyetso 3-4 kuri pass imbere hanyuma ukareba niba byihuse, gukwirakwiza-kubungabunga umusaruro Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimbere, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Amahugurwa menshi yo guhanura imyitozo
Byihuse autocomplete mubufasha ba coding aho ibimenyetso byinshi byemewe byasabwe kandi bikagenzurwa murwego rumwe.
Byihuse autocomplete mubufasha ba code aho hashyizweho ibimenyetso byinshi byemewe kandi bikagenzurwa muntambwe imwe Amakipe akunze kubona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo, kandi akurikirana inyungu zibyara umusaruro nibiciro byamakosa mugihe runaka.
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.