Overview
Nemotron imhuri yaNvidia yemhando dzemitauro mikuru yakavhurika, yakagadzirirwa kuratidza hardware yayo uye kugadzira data remhando yepamusoro rekudzidzisa mamwe mamodheru. Izvo zvine basa nekuti Nvidia iri kushandisa marezinesi akavhurika marezinesi kusimbisa iyo yese AI ecosystem inotenga maGPU ayo.
Nvidia Nemotron Models inonzwisiswa zvakanyanya mumamiriro ehurongwa, kuwana modhi, sarudzo dzepuratifomu, uye ecosystem kudyidzana.
Deep Dive
Nemotron ndiyo mutsara waNvidia wemhando dzemitauro dziri pachena, dzakavakwa uye dzakagadziridzwa kuti dzimhanye nemazvo paNvidia GPUs. Kuburitswa kwakanyanya, Llama 3.1 Nemotron 70B, yakatora Meta's Llama base uye yakashandisa Nvidia's advanced alignment matekiniki, nekupfupikisa pamusoro akati wandei-anofarira mabhenji. Pamusoro pemhando yekutaura, chinangwa cheNemotron ndechekugadzirwa kwedata: mhuri yeNemotron-4 340B yakavakwa zvakajeka kuitira kuti vanogadzira vagone kugadzira madhaseti makuru, ane hushamwari hwekudzidzisa marezinesi kuti vagadzirise mhando dzavo. Nvidia zvakare inotumira yakasarudzika mibairo modhi inowana mhinduro mhando. Nemotron pairi neNvidia's NeMo framework uye NIM microservices, zvichiita kuti zvive nyore kutumira. Iyo zano ndeye ecosystem-inotyairwa: nani akavhurika modhi anoreva mamwe maAI maapplication, zvinoreva kuti kudiwa kwakawanda kweNvidia chips.
Technical Insight
Nvidia mupendero neNemotron ndeye post-kudzidziswa. KuLlama 3.1 Nemotron 70B, yakashandisa dzidziso yekusimbisa kubva mumhinduro dzevanhu inotungamirwa neyakajairwa mubairo modhi uye yakasarudzika yekuda dataset (HelpSteer), inorodza kubatsira. Iyo Nemotron-4 340B yemubairo modhi inopa zvibodzwa pahunhu sekubatsira uye kurongeka, ichirega modhi yejenareta ichiburitsa data rekugadzira iro modhi yemubairo wozosefa, ichigadzira pombi yekuzvinatsiridza yedata.
Mastering Nvidia Nemotron Models
Nemotron imhuri yaNvidia yemhando dzemitauro mikuru yakavhurika, yakagadzirirwa kuratidza hardware yayo uye kugadzira data remhando yepamusoro rekudzidzisa mamwe mamodheru. Izvo zvine basa nekuti Nvidia iri kushandisa marezinesi akavhurika marezinesi kusimbisa iyo yese AI ecosystem inotenga maGPU ayo. Nvidia Nemotron Models inonzwisiswa zvakanyanya mumamiriro ehurongwa, kuwana modhi, sarudzo dzepuratifomu, uye ecosystem kudyidzana. Kuti uvake kunzwisisa kwakadzama, tora Nvidia Nemotron Models semuenzaniso wekushandisa, kwete chinhu chimwe chete: tsanangura zvinodikanwa, kujekesa fungidziro, uye patsanura izvo zvingaitwa nehurongwa hwakavimbika kubva kune izvo zvichiri kuda kutonga kwenyanzvi.
Mukuita, zvikwata zvakasimba zvinoshandisa Nvidia Nemotron Models 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
Kutanga kunoshandisa Nemotron-4 340B kugadzira dhata rekuraira rekugadzira, yobva yagadzirisa modhi diki pasina kupihwa marezenisi epasirese dataset.
Vagadziri vanoisa Llama 3.1 Nemotron 70B kuburikidza neNvidia NIM microservice kuti igone kugonesa yemhando yepamusoro yemukati chat mubatsiri.
Chikwata cheML chinoshandisa Nemotron mubairo modhi kumisa otomatiki uye kusefa mhinduro dzevamiriri pakuvaka dhatabheti retsika.
Boka rekutsvagisa mabhenji Nemotron inopesana nemamwe mamodheru akavhurika pamabasa ekuda kwevanhu kuti aongorore kurongeka kwemhando.
Maitiro Ekuita
Nvidia Nemotron Models mukuita
Kutanga kunoshandisa Nemotron-4 340B kugadzira dhata rekuraira rekugadzira, yobva yagadzirisa modhi diki pasina kupihwa marezenisi epasirese dataset.
Kutanga kunoshandisa Nemotron-4 340B kugadzira dhata rekuraira rekugadzira, wozogadzirisa modhi diki pasina rezinesi madhataseti epasirese Matimu anowanzo kuwana mibairo iri nani kana achinge atsanangura zvikumbaridzo zvemhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi emupendero, uye kuteedzera zvese zvakawanikwa zvechigadzirwa nemitengo yekukanganisa nekufamba kwenguva.
Nvidia Nemotron Models mukuita
Vagadziri vanoisa Llama 3.1 Nemotron 70B kuburikidza neNvidia NIM microservice kuti igone kugonesa yemhando yepamusoro yemukati chat mubatsiri.
Vagadziri vanoisa Llama 3.1 Nemotron 70B kuburikidza neNvidia NIM microservice yekugonesa yemhando yepamusoro yemukati mubatsiri wetimu Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura emhando yepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, uye kuteedzera zvese zvakawanikwa zvechigadzirwa uye mutengo wekukanganisa nekufamba kwenguva.
Nvidia Nemotron Models mukuita
Chikwata cheML chinoshandisa Nemotron mubairo modhi kumisa otomatiki uye kusefa mhinduro dzevamiriri pakuvaka dhatabheti retsika.
Chikwata cheML chinoshandisa iyo Nemotron yemubairo modhi kumisa otomatiki uye kusefa mhinduro dzemumiriri kana uchivaka dhatabheti 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.
Nvidia Nemotron Models mukuita
Boka rekutsvagisa mabhenji Nemotron inopesana nemamwe mamodheru akavhurika pamabasa ekuda kwevanhu kuti aongorore kurongeka kwemhando.
Boka rekutsvagisa mabhenji Nemotron vachipesana nemamwe mamodheru akavhurika pamabasa ekuda kwevanhu kuti aongorore kurongeka kwemhando Matimu anowanzo kuwana mhedzisiro iri nani kana achinge atsanangura nhanho dzepamusoro kumberi, chengetedza nzira yekukwira kwevanhu yemakesi ekumucheto, 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.