Pamwe chete AI
Pamwe chete AI ipuratifomu yegore yakavakirwa zvakananga kune yakavhurika-sosi AI, ichirega vanogadzira kuti vamhanye, vanyatso-tune, uye zvitima modhi seLlama neDeepSeek pakukurumidza GPU zvivakwa.
Pfupiso
It matters because it gives teams a transparent, lower-cost alternative to closed model providers without giving up control of their data.
Kudzika Kwakadzika
Yakavambwa muna 2022 naVipul Ved Prakash uye boka revaStanford-vakabatana vatsvakurudzi, Pamwe chete AI inozviisa pachezvayo segore rekuvhurika uye netsika inogadzira AI. Chayo chikuru chinopa ipuratifomu inoshandira mazana emamodhi akavhurika se Meta's Llama, Mistral, Qwen, uye DeepSeek kuburikidza neOpenAI-anoenderana maAPI, saka kuchinjanisa mune yakavhurika modhi kunogona kuve shanduko yemutsara mumwe. Iyo zvakare inorenda maGPU masumbu (GPU Clusters / instant GPU kuwana) yekudzidziswa uye inopa maturusi ekugadzirisa zvakanaka. Ruoko rwekutsvagisa rwakabatsira kumapurojekiti akaita seRedPajama, dhatabheti rakavhurika rinodzokorora dhata rekudzidzisa raLlama, uye FlashAttention-maitiro ekugadzirisa. Iyo pitch: yakavhurika-modhi rusununguko pamwe nekukurumidza, yakachipa, yekugadzira-giredhi inoshumira.
Technical Insight
Together kumhanya kunobva inference engineering, kwete chete mbishi hardware. Inoshandisa optimized kernels (yakadzika kubva kuFlashAttention basa), kufungidzira decoding, quantization, uye kuenderera mberi batching kusundira mamwe ma tokens paGPU. Mamodheru anopihwa kuseri kwe OpenAI-inoenderana REST API, saka zvikumbiro zvinotaridzika zvakafanana kune zvekutengesa magumo asi nzira yekuvhura maremu. Kudzidzira, inosonera maGPU kuita akakwira-bandwidth masumbu ane anokurumidza kusanganisa, uye timu yayo yekutsvagisa ine yakavhurika-sourced datasets uye nzira dzinodyisa kupuratifomu.
Strategic Impact
Vendor strategy
Mamepu emigwagwa emutengesi anopesvedzera izvo izvo timu yako inogona kugadzira inotevera.
Mutengo uye bhajeti
Mamiriro ezvekutengeserana uye sarudzo dzekuendesa dzinokanganisa mutengo wenguva refu uye njodzi.
Ngozi uye kuchengeteka
Kambani inokurudzira inogadzirisa kusarudzika kwechigadzirwa, mamiriro ekuchengetedza, uye kuvhurika.
Ramangwana rePamwechete AI
Pamwe chete AI iri kukwira kuvhiyiwa kwemhando dzakavhurika dzinokwanisa - DeepSeek, Llama, Qwen - iyo inowedzera kukwikwidza yakavharwa masisitimu. Tarisira kudyara kwakadzama mune zvakachipa inference, kufunga-modhi yekushandira, agetic workloads, uye yakatsaurwa yakachengetwa GPU kugona kwemabhizinesi anotya kutumira data kune akavharwa APIs. Sezvo uremu hwakavhurika hunovhara gap remhando, Together's bheji ndeyekuti mamwe makambani achada kuve neavo uye kugadzirisa mamodheru avo. Makwikwi kubva ku hyperscalers uye mamwe makore eGPU anomanikidza magidhi, achisundira humwe hunyanzvi mukuita uye ruzivo rwekuvandudza.
Real-World Implementation
Yekutanga inochinjanisa OpenAI's API yemhando yeLlama paTogether's OpenAI-inofambirana nemagumo ekudzikisa mitengo yekufungidzira uchichengeta kodhi imwechete.
Bhizinesi rinorenda yakazvitsaurira GPU cluster paPamwechete kuti tigadzirise yakavhurika modhi pamagwaro emukati akavanzika.
Mugadziri anoshandisa Together's serverless API kumhanya DeepSeek kune chatbot pasina kutonga chero GPU zvivakwa.
Chikwata chekutsvagisa chinoshandisa Together's yakavhurika RedPajama dhatabheti uye chishandiso kudzidzisa dhomeini-yakananga mutauro modhi.
Njodzi & Guardrails
Zviziviso zvekutanga zvinogona kupfuura kugadzikana mune chaiyo yekugadzira workflows.
Mitengo yeAPI kana shanduko yepolicy inogona kukanganisa fungidziro husiku.
Kutsamira kune mumwe-mutengesi kunowedzera kukiya-mukati uye mari yekufambisa.
Implementation Roadmap
Ongorora vanopa uchishandisa ako ega mabasa uye dataset.
Wongorora zvakavanzika, chengetedzo, uye mazwi emutemo usati wabatanidzwa.
Chengetedza chirongwa chekudzokera kumashure kune mamodheru kana vatengesi.
Tarisa zvinyorwa zvekuburitsa kuitira kuti shanduko yemigwagwa isashamise zvikwata.
Ramba Uchiongorora
Free newsletter
Get the daily AI briefing
Three verified AI stories every weekday morning, written in plain English. Free forever, no ads.
One email each weekday. Unsubscribe in one click. We never sell or share your address.
Test yourself
Take the Together AI quiz
Instant feedback on every answer, and a shareable certificate with a verifiable ID once you pass a course.
Support free AI education. AI Understanding is a 501(c)(3) nonprofit — no ads, no paywall, ever. Make a donation
Gaidhi rinotevera
Chikero AI
Mibvunzo inowanzo bvunzwa
What is Together AI?
Pamwe chete AI ipuratifomu yegore yakavakirwa zvakananga kune yakavhurika-sosi AI, ichirega vanogadzira kuti vamhanye, vanyatso-tune, uye zvitima modhi seLlama neDeepSeek pakukurumidza GPU zvivakwa. Izvo zvine basa nekuti zvinopa zvikwata pachena, yakaderera-yemutengo wakaderera kune yakavharwa modhi vanopa pasina kurega kutonga kwedata ravo.
Chii chinonzi Together AI inonyanya kuzivikanwa sepuratifomu yegore?
Pamwe chete AI igore rakavakirwa kuvhurika uye tsika yekugadzira AI, yakatarisana nekushandira, kunyatso-tuning, uye kudzidzisa akavhurika mamodheru.
Sei Together's API ichitsanangurwa se'OpenAI-inoenderana'?
OpenAI-inoenderana zvinoreva chimiro chekukumbira chinopindirana, saka vanogadzira vanogona kunongedza kodhi iripo pamamodhi akavhurika ane shanduko shoma.
Ndeipi yakavhurika dataset purojekiti yakabatana neTogether AI's research?
RedPajama ndeye yakavhurika dataset kuedza, yakabatana neTogether, iyo yakagadzirazve Llama-maitiro ekudzidzisa data.
Ndeipi nzira inobatsira Pamwe chete kushandira mamwe tokeni paGPU?
Pamwe chete inoshandisa kufungidzira decoding, yakagadziridzwa FlashAttention-style kernels, quantization, uye inoenderera mberi batching kuti iwedzere kubuda.
Kunze kweserverless APIs, ndezvipi zvivakwa zvinopa Together kumabasa makuru ekudzidzisa?
Pamwe chete tinorenda masumbu eGPU akasonanidzwa pamwe chete neakakwira-bandwidth anobatanidza kudzidziswa uye mikuru yebasa.