Hamwe na AI
Hamwe na hamwe AI ni igicu cyubatswe kubwububiko bwa AI bufungura isoko, kureka abitezimbere bagakora, gutunganya neza, hamwe na gari ya moshi nka Llama na DeepSeek kubikorwa remezo byihuse bya GPU.
Incamake
It matters because it gives teams a transparent, lower-cost alternative to closed model providers without giving up control of their data.
Kwibira cyane
Yashinzwe mu 2022 na Vipul Ved Prakash hamwe nitsinda ryabashakashatsi bahujwe na Stanford, Twese hamwe AI yihagararaho nkigicu cya AI ifunguye kandi yihariye. Itanga ryibanze ryibanze ni urubuga rwerekana amajana n'amajana afunguye nka __AIU_PROTECTED_13 __ 'Llama, Mistral, Qwen, na DeepSeek binyuze kuri __AIU_PROTECTED_10 __- ihuza API, bityo guhinduranya muburyo bukinguye birashobora guhinduka kumurongo umwe. Ikodesha kandi GPU cluster (GPU Clusters / ako kanya GPU igera) mumahugurwa kandi itanga ibikoresho byiza. Ikiganza cyubushakashatsi cyagize uruhare mu mishinga nka RedPajama, dataset ifunguye yerekana amakuru ya Llama, hamwe nuburyo bwiza bwa FlashAttention. Ikibuga: gufungura-moderi ubwisanzure hiyongereyeho byihuse, bihendutse, umusaruro-wo gutanga serivisi.
Ubushishozi
Twese hamwe umuvuduko uturuka mubikorwa byubuhanga, ntabwo ari ibyuma bibisi gusa. Ikoresha intungamubiri zitezimbere (zikomoka kumurimo wa FlashAtention), decoding spekulifike, kubara, hamwe no gukomeza guterana kugirango usunike ibimenyetso byinshi kuri GPU. Moderi zitangwa inyuma ya __AIU_PROTECTED_10 __- ihuza REST API, bityo ibyifuzo bisa nkibicuruzwa byubucuruzi ariko inzira igana uburemere. Kubwamahugurwa, idoda GPU mumasoko maremare yumurongo ufite imiyoboro yihuse, kandi itsinda ryayo ryubushakashatsi rifite amakuru yamakuru yatanzwe hamwe nuburyo bugaruka kuri platifomu.
Ingaruka z'Ingamba
Vendor strategy
Ibishushanyo mbonera byabacuruzi bigira ingaruka kubiranga ikipe yawe ishobora kubaka ubutaha.
Igiciro na bije
Amagambo yubucuruzi nuburyo bwo kohereza bigira ingaruka kubiciro byigihe kirekire ningaruka.
Risk and safety
Isosiyete ishimangira gushiraho ibicuruzwa bitemewe, igihagararo cyumutekano, no gufungura.
Kazoza Twese hamwe AI
Hamwe na hamwe AI igenda yiyongera muburyo bushoboka bwo gufungura-DeepSeek, Llama, Qwen-bigenda birwanya sisitemu zifunze. Tegereza ishoramari ryimbitse mubisobanuro bihendutse, gutanga ibitekerezo-byerekana serivisi, imirimo yumurimo, hamwe nubushobozi bwihariye bwa GPU kubigo bitondera kohereza amakuru kuri API zifunze. Mugihe ibipimo bifunguye bifunga icyuho cyiza, Twese hamwe ni uko ibigo byinshi bizashaka gutunga no gutunganya imiterere yabyo. Irushanwa riva kuri hyperscalers hamwe nibindi bicu bya GPU bizotsa igitutu, bigatera imbere ubuhanga mubikorwa hamwe nuburambe bwiterambere.
Gushyira mu bikorwa Isi
Gutangira guhinduranya __AIU_PROTECTED_10 __ 'API ya moderi ya Llama kumurongo hamwe __AIU_PROTECTED_10 __- iherezo ryanyuma kugirango ugabanye ibiciro byumwanzuro mugihe ugumana code imwe.
Uruganda rukodesha itsinda ryihariye rya GPU kuri Twese hamwe kugirango duhuze neza icyitegererezo gifunguye ku nyandiko bwite.
Iterambere rikoresha hamwe na seriveri idafite API kugirango ikore DeepSeek kuri chatbot idacunze ibikorwa remezo bya GPU.
Itsinda ryubushakashatsi rikoresha Dataset ya RedPajama ifunguye hamwe nibikoresho byo kwerekana indimi yihariye y'ururimi.
Ingaruka & Kurinda
Gutangiza amatangazo arashobora gusumbya ituze mubikorwa nyabyo byakazi.
Ibiciro bya API cyangwa guhindura politiki birashobora guhagarika ibitekerezo ijoro ryose.
Abashoramari bonyine bishingira byongera gufunga no kwimuka.
Igishushanyo mbonera
Suzuma abatanga serivisi ukoresheje imirimo yawe bwite na datasets.
Ongera usuzume ubuzima bwite, umutekano, namategeko mbere yo kwishyira hamwe.
Komeza gahunda yo gusubira inyuma kurugero cyangwa abacuruzi.
Kurikirana inyandiko zisohora kugirango impinduka zumuhanda ntizitangaje amakipe.
Komeza Ubushakashatsi
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What is Together AI?
Hamwe na hamwe AI ni igicu cyubatswe kubwububiko bwa AI bufungura isoko, kureka abitezimbere bagakora, gutunganya neza, hamwe na gari ya moshi nka Llama na DeepSeek kubikorwa remezo byihuse bya GPU. Nibyingenzi kuko biha amakipe mucyo, make-make yuburyo butandukanye bwo gufunga moderi adaretse kugenzura amakuru yabo.
Niki Twese hamwe AI izwi cyane nkurubuga rwigicu?
Hamwe na hamwe AI ni igicu cyubatswe kubikorwa bya AI bifungura kandi byihariye, byibanda kubikorwa, gutunganya neza, no guhugura moderi zifunguye.
Kuki API Twese hamwe isobanurwa ngo '__AIU_PROTECTED_10 __- ihuza'?
__AIU_PROTECTED_10 __- ihuza bisobanura imiterere yo gusaba ihuye, bityo abitezimbere barashobora kwerekana code iriho kuri moderi ifunguye hamwe nimpinduka nkeya.
Nuwuhe mushinga wa dataset ufitanye isano nubushakashatsi bwa AI hamwe?
RedPajama nimbaraga zifunguye za dataset, zahujwe Hamwe, zongeye gukora amakuru yuburyo bwa Llama.
Nubuhe buhanga bufasha Hamwe gukorera ibimenyetso byinshi kuri GPU?
Hamwe na hamwe ukoresha decoding yibishushanyo, byateguwe neza FlashAttention-style-intangiriro, kugereranya, hamwe no gukomeza guterana kugirango uzamure ibicuruzwa.
Usibye seriveri idafite seriveri, ni ibihe bikorwa remezo Twese hamwe bitanga akazi gakomeye ko guhugura?
Hamwe hamwe gukodesha cluster ya GPU idoze hamwe numuyoboro mugari uhuza imiyoboro hamwe nakazi kenshi.