Overview
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.
Pamwe chete AI inonzwisiswa zvakanyanya mumamiriro ehurongwa, kuwana modhi, sarudzo dzepuratifomu, uye ecosystem kudyidzana.
Deep Dive
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.
Kudzidzira 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. Izvo zvine basa nekuti zvinopa zvikwata pachena, yakaderera-yemutengo wakaderera kune yakavharwa modhi vanopa pasina kurega kutonga kwedata ravo. Pamwe chete AI inonzwisiswa zvakanyanya mumamiriro ehurongwa, kuwana modhi, sarudzo dzepuratifomu, uye ecosystem kudyidzana. Kuvaka kunzwisisa kwakadzama, bata Pamwe AI semuenzaniso wekushandisa, kwete chinhu chimwe chete: tsanangura zvinodikanwa, kujekesa fungidziro, uye patsanura zvinogona kuitwa nehurongwa hwakavimbika kubva kune zvichiri kuda kutonga kwenyanzvi.
Mukuita, zvikwata zvakasimba zvinoshandisa Together AI inoongorora zano revatengesi, kuvimbika kwemepu yemugwagwa, uye njodzi yekuvhara isati yaita. Ivo vanonyora zvakajeka maitiro ebudiriro, bvunzo vachipokana ne data rechokwadi uye mafambiro ebasa, uye iterate zvichibva pane zvakacherechedzwa maitiro ekutadza kwete kuhwina-nguva imwe chete yebhenji. Apa ndipo apo kunzwisisa kwe theoretical kunoshanduka kuve kugona kwakasimba pane chigadzirwa, mutemo, uye mashandiro.
Mamepu emigwagwa emutengesi anopesvedzera izvo izvo timu yako inogona kugadzira inotevera. Panguva imwecheteyo, zviziviso zveLaunch zvinogona kupfuura kugadzikana mune chaiyo yekugadzira workflows. Nzira yakatsiga ndeyekubatanidza kukurumidza kuyedza nekutonga: mhanyisa vatyairi vendege, tora humbowo, buritsa matanda esarudzo, uye urambe uchivandudza chengetedzo semaitiro emuenzaniso, zvinotarisirwa nemushandisi, uye zvinodikanwa zvekutonga.
Strategic Impact
Mamepu emigwagwa emutengesi anopesvedzera izvo izvo timu yako inogona kugadzira inotevera.
Mamepu emigwagwa emutengesi anopesvedzera izvo izvo timu yako inogona kugadzira inotevera. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
Mamiriro ezvekutengeserana uye sarudzo dzekuendesa dzinokanganisa mutengo wenguva refu uye njodzi.
Mamiriro ezvekutengeserana uye sarudzo dzekuendesa dzinokanganisa mutengo wenguva refu uye njodzi. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
Kambani inokurudzira inogadzirisa kusarudzika kwechigadzirwa, mamiriro ekuchengetedza, uye kuvhurika.
Kambani inokurudzira inogadzirisa kusarudzika kwechigadzirwa, mamiriro ekuchengetedza, uye kuvhurika. Mukutumirwa kwemhando yepamusoro, izvi zvinoshandurirwa kuita mitemo inoyerwa yekushanda, miganhu yevaridzi, uye tsika dzekudzokorora dzinodzokororwa kuitira kuti zvikwata zvikwire kuvimba pane kukwidza kusajeka.
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.
Maitiro Ekuita
Pamwe chete AI mukuita
Yekutanga inochinjanisa OpenAI's API yemhando yeLlama paTogether's OpenAI-inofambirana nemagumo ekudzikisa mitengo yekufungidzira uchichengeta kodhi imwechete.
Yekutanga inochinjanisa OpenAI's API yemhando yeLlama paTogether's OpenAI-inoenderana magumo ekudzikisa mitengo yekufungidzira uchichengeta imwechete kodhi Matimu anowanzo kuwana mibairo iri nani kumberi, chengetedza kukwira kwevanhu pamusoro penguva yekukanganisa uye kurongeka kwezviitiko zvechigadzirwa.
Pamwe chete AI mukuita
Bhizinesi rinorenda yakazvitsaurira GPU cluster paPamwechete kuti tigadzirise yakavhurika modhi pamagwaro emukati akavanzika.
Bhizinesi rinorenda boka rakatsaurirwa reGPU paPamwechete kuti tigadzirise modhi yakavhurika pamagwaro emukati akavanzika Matimu anowanzo kuwana mibairo iri nani kana achinge atsanangura hunhu hwepamberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
Pamwe chete AI mukuita
Mugadziri anoshandisa Together's serverless API kumhanya DeepSeek kune chatbot pasina kutonga chero GPU zvivakwa.
Mugadziri anoshandisa Together's serverless API kumhanyisa DeepSeek yechatbot pasina kutonga chero maGPU zvivakwa Zvikwata zvinowanzowana mhedzisiro iri nani kana vachinge vatsanangura hunhu hwepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
Pamwe chete AI mukuita
Chikwata chekutsvagisa chinoshandisa Together's yakavhurika RedPajama dhatabheti uye chishandiso kudzidzisa dhomeini-yakananga mutauro modhi.
Chikwata chekutsvagisa chinoshandisa Together's yakavhurika RedPajama dhatabheti uye chishandiso kufanogadzirira dura-chaiwo mutauro modhi Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
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.
Ongorora vanopa uchishandisa ako ega mabasa uye dataset. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Wongorora zvakavanzika, chengetedzo, uye mazwi emutemo usati wabatanidzwa.
Wongorora zvakavanzika, chengetedzo, uye mazwi emutemo usati wabatanidzwa. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Chengetedza chirongwa chekudzokera kumashure kune mamodheru kana vatengesi.
Chengetedza chirongwa chekudzokera kumashure kune mamodheru kana vatengesi. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.
Tarisa zvinyorwa zvekuburitsa kuitira kuti shanduko yemigwagwa isashamise zvikwata.
Tarisa zvinyorwa zvekuburitsa kuitira kuti shanduko yemigwagwa isashamise zvikwata. Bata nhanho yega yega segedhi rehumbowo: kana maitiro asina kusangana, imbomira kuburitsa, vhara gaka, uye wobva wawedzera kushandiswa.