Incamake
Gukoresha decoding ikoresha akantu gato, byihuse 'umushinga' icyitegererezo cyo gukeka ibimenyetso byinshi bizaza urugero runini noneho rugenzura muri pass imwe. Byihuta kubyara inyandiko 2-3x nta gihindutse kubisohoka.
Igishushanyo mbonera cya Decoding Models ni igice cyururimi-AI igikoresho cyo gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo.
Kwibira cyane
Ururimi runini rwerekana inyandiko imwe ikimenyetso icyarimwe, kandi buri ntambwe isaba inzira yuzuye kunyura miriyari y'ibipimo - bitinda kandi byibukwa. Gukoresha decoding yibitero muguhuza icyitegererezo kinini 'intego' nicyitegererezo gihenze. Umushinga w'icyitegererezo utanga igitekerezo cyihuse igice, twavuga, 4-8 ibimenyetso by'abakandida. Icyitegererezo kinini noneho gitunganya byose muburyo bumwe bubangikanye imbere kandi bugenzura buri kimwe. Tokens ihuye nicyitegererezo kinini cyaba cyaremewe iremewe; kudahuza kwambere gukosorwa naho ibindi bikajugunywa. Kuberako kugenzura ibimenyetso byinshi icyarimwe bigura hafi kimwe no kubyara kimwe, kwiruka byemewe ni ubuntu. Icy'ingenzi, intambwe yo kwangwa-icyitegererezo yemeza ko isaranganya rya nyuma risa no gukora moderi nini yonyine - umuvuduko udafite igihombo cyiza.
Ubushishozi
Amayeri yingenzi ni ikizamini cyahinduwe cyo kwangwa. Kuri buri cyapa cyateguwe, intego yicyitegererezo ishobora kugereranywa ninteguro yicyitegererezo. Niba intego igenera amahirwe angana cyangwa arenze, ikimenyetso cyemewe; bitabaye ibyo byemewe hamwe nibishoboka bingana na ratio, naho kwangwa ikimenyetso cyakosowe cyatoranijwe kuva kugabanwa gusigara kugabanijwe. Iyi mibare ituma ibisohoka bihwanye no gutoranya biturutse kuri moderi nini.
Kumenyereza Igishushanyo mbonera cyimishinga
Gukoresha decoding ikoresha akantu gato, byihuse 'umushinga' icyitegererezo cyo gukeka ibimenyetso byinshi bizaza urugero runini noneho rugenzura muri pass imwe. Byihuta kubyara inyandiko 2-3x nta gihindutse kubisohoka. Igishushanyo mbonera cya Decoding Models ni igice cyururimi-AI igikoresho cyo gusoma, kubyara, gushyira mu byiciro, no guhindura inyandiko n'imvugo ku gipimo. Kugirango wubake byimbitse, fata Igishushanyo mbonera cyerekana uburyo bwo gukora, ntabwo ari ikintu kimwe: gusobanura ibyagezweho, gusobanura ibitekerezo, no gutandukanya ibyo sisitemu ishobora gukora byizewe nibisaba guca imanza zinzobere.
Mubimenyerezo, amakipe akomeye akoresha Décoding ya Modulike Igishushanyo mbonera cyerekana, 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
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vLLM na NVIDIA TensorRT-LLM ubwato bwubatswe muri decoding spekulifike kugirango abikorera ubwabo bashobore kwihutisha ibikorwa bya Llama cyangwa Mistral.
Guhuza umushinga wa 7B ufite intego ya 70B (urugero, umuryango wa Llama-3) kugirango ugereranye ibimenyetso bibiri-isegonda kuri GPU imwe.
Ibikoresho byuzuza kode ikoresha umushinga muto wicyitegererezo kugirango utange ibyuka byerekana ko binini bigenzura, bikomeza ibitekerezo byoroshye mubanditsi.
Uburyo bwo Gushyira mu bikorwa
Igishushanyo mbonera cyimyandikire yimikorere mubikorwa
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Igishushanyo mbonera cyimyandikire yimikorere mubikorwa
vLLM na NVIDIA TensorRT-LLM ubwato bwubatswe muri decoding spekulifike kugirango abikorera ubwabo bashobore kwihutisha ibikorwa bya Llama cyangwa Mistral.
vLLM na NVIDIA TensorRT-LLM ubwato bwubatswe muri decoding ya spekulifike kugirango abiyitirira ubwabo bashobore kwihutisha ibikorwa bya Llama cyangwa Mistral Amakipe ubusanzwe abona ibisubizo byiza iyo asobanuye ibipimo byujuje ubuziranenge imbere, agakomeza inzira yo kuzamura abantu kubibazo byimanza, kandi akurikirana inyungu zibyara umusaruro hamwe nibiciro byamakosa mugihe runaka.
Igishushanyo mbonera cyimyandikire yimikorere mubikorwa
Guhuza umushinga wa 7B ufite intego ya 70B (urugero, umuryango wa Llama-3) kugirango ugereranye ibimenyetso bibiri-isegonda kuri GPU imwe.
Guhuza umushinga wa 7B ufite intego ya 70B (urugero, umuryango wa Llama-3) kugirango ugereranye ibimenyetso bibiri-isegonda kumasegonda kumurwi umwe wa GPU mubisanzwe ubona ibisubizo byiza iyo bisobanuye ibipimo ngenderwaho byimbere, bikomeza inzira yo kuzamuka kwabantu kubibazo byimbitse, kandi bikurikirana inyungu zibyara umusaruro nibiciro byigihe.
Igishushanyo mbonera cyimyandikire yimikorere mubikorwa
Ibikoresho byuzuza kode ikoresha umushinga muto wicyitegererezo kugirango utange ibyuka byerekana ko binini bigenzura, bikomeza ibitekerezo byoroshye mubanditsi.
Ibikoresho byuzuza kode ikoresha icyitegererezo gito cyerekana icyerekezo kinini kigenzura, kugumya ibyifuzo bidahwitse mubanditsi 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.
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.