API yeNemotron Isina Kudzorwa
Ruzivo rwetsvakurudzo rweNVIDIA, rwakabudiswa pachena, ruchishandiswa pasina chidzitiro chekuramba: MoE ye550B inosanganisa Mamba neAttention yakagadzirirwa STEM nekufungisisa kwenguva refu — pa$0.75 anopinda / $3.30 anobuda pamatokeni miriyoni.
Pfupiso
Nemotron3Ultra-3BIT-REAP ndiko kushandiswa kweShannon kusina kudzorwa kweNVIDIA Nemotron 3 Ultra — modhi yeMixture-of-Experts ine mapharamita mabhiriyoni mazana mashanu nemakumi mashanu, ine 55B anoshanda patokeni imwe neimwe, yakaburitswa musi wa4 Chikumi 2026 pamwe nehuremu, dhata rekudzidzisa nemarisipi pasi perezinesi rakasununguka OpenMDW-1.1 reLinux Foundation. Pacluster yedu yemaGPU inomhanya pasina chidzitiro chekuramba uye pasina sefa yezvirimo pane zvinobuda, ine context yematokeni 262,144, kusvika kumatokeni 16,384 anobuda pachikumbiro chimwe nechimwe, kudana zvishandiso, kuyerera, tsimba dzekufungisisa nezvinobuda zvakarongwa zvejson_schema. Haigamuchiri mifananidzo. Mutengo: $0.75 / $3.30 pamatokeni 1M.
Mamodhi mazhinji anonzi "akavhurika" akavhurika pahuremu chete uye hapana chimwe — bhandi remapharamita, rezinesi, nekunyarara pamusoro pekwakabva nhamba idzi. Nemotron yagara iri chinhu chakasiyana kwemakore maviri: NVIDIA inoburitsa huremu, madhata ekudzidzisa mushure, nzvimbo dzeRL nerisipi. Izvozvo zvinokosha pasuwo risina kudzorwa nenzira iri nyore kupotswa. Modhi ine dhata rekurongedza rakabudiswa ndiyo modhi yaunogona kufunga nezvemaitiro ayo ekuramba pane kufungidzira — uye ndiyo modhi inogona kushandiswa nemumwe munhu ari pamutemo pasina sefa yezvirimo yakanamirwa pamuromo wayo.
01Kuti Nemotron 3 Ultra chii?
Nemotron 3 Ultra ndiyo modhi huru mumhuri yeNemotron 3 yeNVIDIA, yakaburitswa paHugging Face musi wa4 Chikumi 2026. Gwaro reunyanzvi reNVIDIA rinoitsanangura se"modhi yemutauro yeMixture-of-Experts inosanganisa Mamba neAttention ine mapharamita mabhiriyoni 550 ose ne55 anoshanda" — inenge 10% yenetiweki inoshanda patokeni ipi neipi, ndicho chinoita kuti modhi ine hafu yetiriyoni yemapharamita ikwanise kushandiswa zvachose.
Chimiro chakabudiswa ndechemadanho 108 pachiyero chemodhi che8,192, chichirukanidza madanho eMamba-2 estate-space nemadanho mashoma ekutarisa akazara, nenyanzvi 512 padanho rimwe nerimwe reMoE ne routing ye top-22. Kudzidziswa kwepakutanga kwakaitwa pamatokeni emavara anosvika matiriyoni makumi maviri mumatanho maviri — rakatanga richida kusiyana, rozoda mhando — nemuganhu weGunyana 2025, mitauro yechisikigo 12 nemitauro yekunyora purogiramu 43. Kudzidziswa kwemashure kwakashandisa SFT, RL yenzvimbo dzakawanda ine mibairo inogona kutariswa, neMulti-Teacher On-Policy Distillation ichishandisa vadzidzisi vanyanzvi vanopfuura gumi. Chinangwa chakataurwa chemagadzirirwo ndeche maagent anomhanya kwenguva refu: kumhanya kunobata context huru, kunodana zvishandiso makumi emakumi, uye kunomhanya kwenguva yakareba zvekuti mutengo patokeni ndiwo unotonga bhiri.
02Dzinza reNemotron, uye kuti sei ruzivo rwaro ruchikosha
Nemotron haisi chinhu chakangoitika kamwe chete. Ndicho chibereko chinoonekwa cheurongwa hwetsvakurudzo hweNVIDIA huri kufamba nenzira imwe cheteyo kubva muna 2024, uye chizvarwa chega chega chakasiya chimwe chinhu chichiri kutakurwa nemodhi yanhasi. Nemotron-4 340B (Chikumi 2024) yakauya nehurongwa hwakavhurika hwekugadzira dhata rekunyepedzera, modhi yayo yemubairo nemugadziri wayo, pamwe nechinhu chisingawanzoitiki: chikamu chikuru chedhata rayo rekurongedza rakagadzirwa nemodhi. Kuona modhi sefekitari yedhata pane sechipangamazano ndicho chikonzero mabudiro ese eNemotron anotevera achiramba achiburitsa madhata pamwe nehuremu.
Llama-Nemotron — kufungisisa kwaunogona kudzima
Mhuri yeLlama-Nemotron ya2025 (LN-Nano 8B, LN-Super 49B, LN-Ultra 253B) yakapa pfungwa mbiri dzakakura zvakanaka. Yekutanga yaiva yemagadzirirwo: Puzzle yeNVIDIA, tsvakurudzo yemagadzirirwo emaneural, yakavaka raibhurari yemabhuroko etransformer akadzidziswa chikamu nechikamu ndokuaunganidza nemixed-integer programming, ichigadzira mamodhi ane mamwe mabhuroko asingatomboiti attention kana anoitsiva nedanda rimwe chete rakatwasuka, apo FFN Fusion yakapeta mabhuroko efeed-forward akateverana kuita mashoma, akafara, anoshanda pamwe chete — ichidimbura udzamu hwakateverana pane huwandu hwemapharamita. LN-Ultra yakakwana panodhi imwe chete ye8×H100 apo, maererano negwaro reNVIDIA, ichikunda DeepSeek-R1 paGPQA-Diamond (76.0% kupfuura 71.5%).
Yechipiri yaiva yemaitiro: Llama-Nemotron ndiyo mhuri yekutanga yakavhurika ine chidzoreso chekufungisisa chinoshanduka, ichinyora dhata rekudzidzisa sedetailed thinking on kana detailed thinking off mumurairo wesisitimu, nemibairo yechimiro ichimanikidza matagi e<think> mumamiriro akadzimurwa. Huremu humwe chete, maitiro maviri, anosarudzwa panguva yekushandisa. Kudzora bhajeti rekufungisisa kweNemotron 3 — nepharamita yereasoning_effort paAPI yedu — zvinobva zvakananga pabasa iroro.
Nemotron 3 — kutendeukira kumusanganiswa
Nemotron 3 yakatsiva kutevedzera kwaLlama nemagadzirirwo emusanganiswa akavakwa kubva pakutanga uye yakawedzera LatentMoE (kudzvanya matokeni asati atumirwa, izvo NVIDIA inoti zvinobvumira "nyanzvi dzinopetwa kana pamutengo mumwe chete wekushandisa"), multi-token prediction, nekudzidziswa kwepakutanga kweNVFP4 kwepachayo. NVIDIA yakaburitsa zvose pamwe chete mienzaniso yeSFT inosvika mamiriyoni makumi mashanu, mabasa eRL mamiriyoni maviri nenzvimbo dzeRL 55 pamwe nehuremu — haufaniri kutenda shoko remutengesi pamusoro pezvakadzidziswa modhi, nokuti zvekudzidzisa nazvo zvinodhaunirodhwa.
03Zvaunowana pamagadzirirwo emusanganiswa
KV cache yetransformer inokura zvakaenzana nekureba kwemutsara, ndicho chikonzero kushandisa context refu kuchidhura mumemori isati yadhura mukushanda. Madanho eMamba-2 mamodhi estate-space anotakura chimiro chakatarwa chinodzokorora, saka mutengo wawo wememori patokeni haukuri nenhoroondo; chausingakwanisi ndechekuyeuka zvakananga. Musanganiswa unochengeta Mamba-2 pachikamu chikuru chekugadzirisa mutsara pamwe nechikamu chidiki chemadanho echokwadi ekutarisa anoita kuyeuka kunotadza madanho estate-space, uye chiyero che64-query-head / 2-KV-head chinodzikisirazve cache. NVIDIA inoshuma 94.7% paRULER pamatokeni 1M — muyero wekutsvaga tsono wakavakirwa kubata mamodhi anozvitutumadza nehwindo raasingakwanisi kushandisa.
Chinobva ipapo ndiko kubudirira: NVIDIA inoti kushandisa kwayo kunopetwa kanenge katanhatu kupfuura mamodhi akaenzana pakururama kwakaenzana, uye Artificial Analysis yakayera yega matokeni 140.3 pasekondi ine masekondi 1.33 kusvika patokeni yekutanga — yechinomwe pamamodhi 89. Pakumhanya kweagent kwematanho mazana maviri ndiwo musiyano uri pakati pekupedza masikati nekusapedza.
04Kuti "3BIT-REAP" inorevei, muchokwadi
Chipfupiso hachisi chishongo — chinokuudza chaizvo zvakaitwa kuhwaro kuti hukwane.
REAP — Router-weighted Expert Activation Pruning — chinobva kuCerebras Research uye chakagamuchirwa kuICLR 2026. MuMoE yakapararira router inotumira tokeni imwe neimwe kunyanzvi shoma; pabasa chairo dzimwe dzinorohwa nguva dzose dzimwe dzichinge hadzimbotorwi. REAP inopa nyanzvi imwe neimwe chiyero chinosanganisa kusimba kwekusarudzwa kwayo nerouter nekukura kwezvinobuda zvayo, ipapo yobvisa dzisingakoshi zvachose — Cerebras inoshuma kubvisa kusvika ku50% yenyanzvi pamamodhi makuru anosvika tiriyoni imwe yemapharamita ichichengetedza mhando yepakutanga, uye inoona kuti pamabasa ekugadzira sekunyora kodhi, kubvisa kunokunda kusanganisa. Ipapo quantization ye3-bit inodzvanya zvasara. Bvisa kutanga, quantize wozotevera, kuti mabhiti ave panyanzvi dzinotakura basa pane kupararira pane dzakafa.
Kudzvanya hakusi kwemahara, uye hatizonyepi pamusoro payo: quantization yakaomarara inotanga kuonekwa sekukanganisa kuduku pakutevedzera chimiro chakatarwa nepamasvomhu emitsetse mirefu, kwete sekusanzwisisika kunoonekwa. Nzvimbo dzemhando nhatu:
| Chipfupiso | Chii chacho | Patinochishandisa |
|---|---|---|
| 3BIT-REAP | Huremu hwe3-bit + kubvisa nyanzvi | Hwaro hukuru kupfuura hwose, apo hapana chimwe chinokwana pakumhanya |
| W4A16-AUTOROUND-REAP | Huremu hwe4-bit / maactivation e16-bit, kutenderedza kwakadzidzwa kweAutoRound, + kubvisa nyanzvi | Hwaro hwepakati; AutoRound inodzorera kururama kupfuura kutenderedza kwakapusa |
| W8A16 | Huremu hwe8-bit / maactivation e16-bit | Kutendeseka kwepamusoro; hwaro hudiki husingadi kudzvanywa kwakaomarara |
Nemotron 3 Ultra pa550B iri muchikamu chekutanga zvakajeka. Kana basa rako richikanganiswa zvisina kujairika nezvinobuda zvenhamba chaidzo pamitsetse mirefu, indekisi yetsvakurudzo inoratidza mhando yeW8A16 — MiMo-V2.5-Pro-W8A16 neHy3-W8A16 — pamutengo wepasi we$0.50/$2.00. Kuchinjana chaiko, kwete musungo: modhi diki, kudzvanya kushoma.
05Kuti "isina kudzorwa" inorevei pasuwo rino
Zviri pachena: hapana chidzitiro chekuramba uye hapana sefa yezvirimo inoshandiswa pane zvinobuda. Hapana muongorori anotarisa prompt yako oendesa kuramba kwakagadzirwa kare, uye mhinduro haiongororwi isati yasvika pamurwizi wako. Chaunowana maitiro emodhi pachayo.
Apa ndipo pakuvhurika kwedzinza kunotanga kukosha. Nokuti NVIDIA yakaburitsa dhata rekudzidzisa remashure nenzvimbo dzeRL, maitiro emodhi anogona kutariswa pane kungova ngano. Uye nokuti OpenMDW-1.1 irezinesi rakasununguka reLinux Foundation rinofukidza magadzirirwo, mapharamita, magwaro nesoftware, mushandisi akazvimirira anogona kushandisa modhi yakachinjwa, isina sefa, panhumbi dzake pasina rezinesi kuva chipingamupinyi. Marezinesi mazhinji emamodhi "akavhurika" haabvumiri izvozvo. Iri rinobvumira. Musiyano unoonekwa apo kuramba kusina kufunga kuri chikanganiso, kwete chinhu chekuchengetedza:
- Tsvakurudzo yezvekuchengetedza — kuongorora nzvimbo dzisina kusimba, kufungisisa kwekurwisa, maitiro emalware, zvishandiso zvemapoka anopikisa, pasina kupokana kuti mubvunzo unobvumirwa here.
- Kemistiri, bhayoloji nepharmakoroji — masvomhu emishonga, maitiro ekusanganisa, chepfu, nenzira dzekugadzira dzinorambwa nesuwo rine sefa pakungoona shoko rimwe chete.
- ML yemapoka anopikisa — mienzaniso yakaoma, madunhu emajailbreak nemarudzi ekushandisa zvisirizvo ekuvaka vaongorori vanofanira kunge vakamboona chinhu chaicho.
- Mavara ekiriniki, epamutemo neeforensic — zvinhu zvenyaya zvinotyisa nechisikigo zvinorambwa nekuda kwezvo chaizvo.
Kusadzorwa hakusi kusabvunzwa. Ndiwe muridzi wezvaunogadzira, uye Mutemo wedu Wekushandisa Nemutsigo neZvibvumirano Zvebasa ndizvo zvinotonga akaundi. Kubvisa chidzitiro chekuramba kunobvisa kufungidzira pamusoro pechinangwa; hakubvisi zvaunosungirwa pasi pemutemo unokushanda.
06STEM nekufungisisa: zvinotaurwa nenhamba dzakabudiswa
Kudzidziswa kweNemotron kwakanangana nemasvomhu, kodhi, sayenzi nekutevedzera mirairo kubvira pakavakwa dhata rekudzidzisa remashure reLlama-Nemotron pamusoro pemativi mana iwayo chaiwo. Zvinoshumwa neNVIDIA pahwaro hweNemotron 3 Ultra — nhamba dzakabudiswa nemutengesi pamodhi isina kudzvanywa, dzatisina kumhanyisa isu:
Zvinhu zviviri zvinoyambira zvinokosha kupfuura nhamba dzacho. Nhamba yeSWE-Bench Verified ichikamu — NVIDIA inoshuma 65.0% kusvika 70.4% zvichienderana nekuti ndeipi hurongwa yeagent inoimhanyisa (Pi, OpenHands, Hermes, OpenCode, Mini SWE Agent), uye mukaha wemapoinzi mashanu unobva pahurongwa chete unoratidza kuti nhamba dzemaagent dzinotsamira zvakadii pahurongwa pane pamodhi. Uye Artificial Analysis yakaisa Nemotron 3 Ultra pa48 paIntelligence Index yayo, yechipfumbamwe pamamodhi 89 — yakasimba, kwete pamusoro-soro, uye kuyera kwavo kwakazvimirira ndiko kwatingasarudza pane peji ripi zvaro remutengesi.
Pachizvarwa chekare, gwaro reLlama-Nemotron reNVIDIA rinoshuma LN-Ultra pa76.0% paGPQA-Diamond kuenzaniswa ne71.5% yaDeepSeek-R1 ne43.4% yaLlama-3.1-405B-Instruct, pamwe ne80.8% paAIME 2024 — modhi yakasiyana, yakabatanidzwa nokuti sayenzi yepamusoro nemasvomhu emakwikwi zvave chinangwa chemhuri iyi kwezvizvarwa zviviri.
Nhamba yega yega iri pano yakabudiswa nemumwe munhu asiri isu. Tarisa zvakatorwa iwe pachako.
Nhamba dzemiyero sezvadzakabudiswa neNVIDIA (Chikumi 2026) paNemotron 3 Ultra isina kudzvanywa, uye neArtificial Analysis pakuyera kwakazvimirira. Zvivakwa zvakadzvanywa zvingasiyana. Hatiburitsi nhamba dzemiyero dzatisina kuongorora kana dzatisingakwanisi kutaura kwadzakabva.
07Mutengo, nechinoyambirwa pamusoro pekutaura kwakawanda
Pa$0.75 pamatokeni miriyoni anopinda ne$3.30 pamiriyoni anobuda, Nemotron3Ultra iri muchikamu chekupedzisira chetatu chekatarogu yedu pane zvinopinda uye pakati pane zvinobuda. Mienzaniso yakaitwa, nokuti mutengo pamiriyoni wakaoma kunzwisisa:
| Chimiro chekudana | Anopinda | Anobuda | Mutengo |
|---|---|---|---|
| Kutenderera kweRAG kwakajairika | 50,000 | 4,000 | $0.051 |
| Kuongorora gwaro refu | 150,000 | 8,000 | $0.139 |
| Kudana kwepamusoro-soro | 262,144 | 16,384 | $0.251 |
Chikumbiro chine context yakazara nezvinobuda zvakazara — tokeni yega yega yasuwo richagamuchira netokeni yega yega yarichagadzira — chinodhura masendi anenge makumi maviri nemashanu. Chimiro chimwe chetecho paKimi-K3-3BIT-REAP, modhi yedu inodhura kupfuura dzose pa$3.83/$19.12, chinodhura anenge $1.32, kana kuti kanenge ka5.3.
Zvino chinoyambirwa, uye ndechechokwadi. Artificial Analysis yakayera Nemotron 3 Ultra ichigadzira matokeni anobuda anopetwa ka2.3 kupfuura ayo emodhi dziri pakati pamiyero yavo yose. Mamodhi anofungisisa anokubhadharisa kufunga, uye iyi inofunga kwenguva refu; kunaka kwemutengo patokeni kunonyangarika kuchiita kunorasikirwa pabasa rimwe nerimwe kana modhi ichifungisisa kwenguva inopetwa katatu kuti isvike pamhinduro imwe cheteyo. Chinodzivirira chakavakwa mukati uye chinowanikwa paAPI yedu: Nemotron 3 yakadzidziswa mushure yekudzora bhajeti rekufungisisa, uye reasoning_effort inotsigirwa pano — NVIDIA inotsanangura mamiriro ane simba shoma anoshandisa matokeni ekufunga mashoma zvikuru achirasikirwa nekururama nemapoinzi asingasviki gumi. Pakurongedza, kubvisa ruzivo nekutumira, idzikise uye masvomhu emari anochinja zvakanyanya; pakuratidzira kana kugadzirisazve mafaira akawanda, ikwidze uye ubhadhare nemaune. Yera matokeni ako pabasa rimwe nerimwe pane kuverenga rondedzero yemitengo uchifungidzira.
08Kudana: mitauro mitatu, modhi imwe chete
Modhi yega yega paGedhi inopindura pamasuwo matatu eAPI anoyerera, saka unogona kunongedzera mutengi wako wazvino kwairi pasina kunyorazve kubatanidzwa kwako: /v1/chat/completions (mutauro weOpenAI), /v1/messages (mutauro weAnthropic), ne/v1/responses.
curl https://api.shannon-ai.com/v1/chat/completions \
-H "Authorization: Bearer $SHANNON_API_KEY" \
-H "Content-Type: application/json" \
-d '{
"model": "Nemotron3Ultra-3BIT-REAP",
"reasoning_effort": "medium",
"stream": true,
"messages": [
{"role": "user", "content": "Derive the worst-case cache behavior of this loop nest."}
]
}'Pfupiso yeunyanzvi, kuti pasave nechinokushamisa panguva yekubatanidza:
| Unyanzvi | Nemotron3Ultra · 3BIT-REAP |
|---|---|
| Hwindo recontext | matokeni 262,144 |
| Zvinobuda zvakanyanya / chikumbiro | matokeni 16,384 |
| Kuyerera | Hongu |
| Kudana zvishandiso | Hongu |
| Tsimba dzekufungisisa | Hongu |
reasoning_effort | Hongu |
json_schema (yakasimba) | Hongu |
response_format | Hongu |
| Kuona / mifananidzo inopinda | Kwete — mavara chete |
| Chidzitiro chekuramba | Hapana |
Mutsara wekuona ndiwo unobata vanhu: Nemotron3Ultra ndeyemavara chete. Kana hurongwa hwako huchitumira mifananidzo, shandisa MiniMax-M3-3BIT-REAP kana MiMo-V2.5-W8A16 pa$0.50/$2.00, kana Kimi-K2.6-W4A16-AUTOROUND-REAP pa$0.78/$3.67 — dzose dzinoona, dzose hadzina kudzorwa, dzose dziri pacontext imwe cheteyo yematokeni 262,144. Rondedzero yakazara yemapharamita iri mumagwaro eAPI.
09Panogara Nemotron3Ultra pamamodhi gumi nemaviri
Katarogu imamodhi gumi nemaviri asina kudzorwa akagovana hwindo recontext rimwe chete, mitauro mitatu imwe cheteyo nekusava nechidzitiro chekuramba kumwe chete; anosiyana pahwaro, pamutengo nepaunyanzvi. Nzvimbo yaNemotron yakatarwa: modhi yebasa yekufungisisa ine dzinza rakavhurika — kwete yakachipa kupfuura dzose, kwete ine unyanzvi hwakanyanya, asi ndiyo ine magwaro ari pachena akawanda kupfuura dzose pamusoro pemaitiro ayo, yakanangana zvakanyanya neSTEM nemaagent.
| Modhi | Anopinda / 1M | Anobuda / 1M | Kuona | Isarudze pa |
|---|---|---|---|---|
| MiniMax-M3 · 3BIT-REAP | $0.50 | $2.00 | Hongu | Sarudzo yakachipa kupfuura dzose inoona |
| MiMo-V2.5-Pro · W8A16 | $0.50 | $2.00 | Kwete | Mhando ye quantization ine kutendeseka kwepamusoro |
| GLM-5.2 · 3BIT-REAP | $0.73 | $2.34 | Kwete | Kufungisisa kwehwaro hukuru kwakachipa kupfuura kwose |
| Nemotron3Ultra · 3BIT-REAP | $0.75 | $3.30 | Kwete | STEM, maagent, dzinza rakavhurika |
| Kimi-K2.6 · W4A16-AUTOROUND-REAP | $0.78 | $3.67 | Hongu | Kuona + kutendeseka kweAutoRound |
| DeepSeek-V4-Pro · 3BIT-REAP | $1.95 | $3.90 | Kwete | Ongororo yakadzama yekudana kamwe chete |
| Kimi-K3 · 3BIT-REAP | $3.83 | $19.12 | Hongu | Denga reunyanzvi chairo |
Manomwe pagumi nemaviri anoratidzwa. Katarogu yakazara — kusanganisira Laguna-S-2.1, inkling, DeepSeek-V4-Flash, MiMo-V2.5 neHy3 — iri mumagwaro eAPI. Ziva kuti Laguna-S-2.1 haitsigiri zvinobuda zvakarongwa uye inkling haitsigiri json_schema; Nemotron3Ultra inotsigira zvose zviri zviviri.
Muvakidzani ari pedyo pamutengo ndiGLM-5.2-3BIT-REAP pa$0.73/$2.34, uye kuenzanisa kwechokwadi ndeuku: GLM-5.2 yakachipa patokeni, zvikuru pane zvinobuda. Nemotron inouya nedhata rekudzidzisa rakabudiswa, chidzoreso chiri pachena chebhajeti rekufungisisa, nenhoroondo yemhuri yakanangana nesayenzi yepamusoro. Kufungisisa kwakajairika kwehuwandu hukuru: shandisa yakachipa. Basa rakazara neSTEM, remaagent, kana riri pasi peongororo inobvunza kwakabva maitiro emodhi: Nemotron inokodzera musiyano.
10Mibvunzo inowanzobvunzwa
Chii chinonzi API yeNemotron isina kudzorwa?
Ndiro suwo reShannon AI reNemotron3Ultra 3BIT-REAP, chivakwa chakadzvanywa cheNemotron 3 Ultra yeNVIDIA ine huremu hwakavhurika. Inomhanya pacluster yedu yemaGPU pasina chidzitiro chekuramba uye pasina sefa yezvirimo pane zvinobuda, inoburitsa context yematokeni 262,144 nematokeni 16,384 anobuda pachikumbiro chimwe nechimwe, uye inodhura $0.75 pamatokeni miriyoni anopinda ne$3.30 pamiriyoni anobuda.
NVIDIA Nemotron ine huremu hwakavhurika chaizvo here?
Hongu. NVIDIA yakaburitsa Nemotron 3 Ultra musi wa4 Chikumi 2026 pamwe nehuremu, dhata rekudzidzisa nemarisipi pasi perezinesi rakasununguka reOpenMDW-1.1 reLinux Foundation, ichitevera Nemotron-4 340B nemhuri yeLlama-Nemotron. Kuvhurika ikoko ndiko kunoita kuti kushandiswa kwakazvimirira, kusina sefa, kubvire.
Chii chinorehwa ne3BIT-REAP?
Matanho maviri ekudzvanya. REAP — Router-weighted Expert Activation Pruning, kubva kuCerebras Research uye rakagamuchirwa kuICLR 2026 — inopa nyanzvi imwe neimwe yeMixture-of-Experts chiyero maererano nekusimba kwekusarudzwa kwayo nerouter nekukura kwezvinobuda zvayo, ipapo yobvisa dzisingakoshi zvachose. Dzasara dzinoitwa quantization kuenda kuhuremu hwe3-bit, saka mabhiti anoshandiswa panyanzvi dzinonyatsotakura basa.
Nemotron3Ultra inotsigira kuona kana zvinobuda zveJSON schema here?
Hapana mifananidzo: suwo rino nderemavara chete. Inotsigira zvinobuda zvakarongwa zvakasimba — zvose json_schema neresponse_format — pamwe nekudana zvishandiso, kuyerera, tsimba dzekufungisisa nereasoning_effort. Kana uchida mifananidzo pamodhi isina kudzorwa, shandisa MiniMax-M3, Kimi-K2.6, Kimi-K3, MiMo-V2.5 kana inkling panzvimbo payo.
Sei context iri matokeni 262,144 iyo NVIDIA ichizivisa 1M?
Magadzirirwo eNemotron 3 akanangana nehwindo rematokeni 1M uye NVIDIA inoshuma 94.7% paRULER pakureba ikoko. Kushandiswa kwedu kunopa matokeni 262,144, hwindo ratinochengeta pakumhanya kuzere pakatarogu yose. Modhi yega yega paGedhi inoburitsa context imwe cheteyo, saka unogona kuchinja mazita emamodhi usinganyorezve kupatsanura kwako.
Nemotron yakanaka here pamasvomhu, sayenzi nekodhi?
STEM nekufungisisa ndizvo zvakataurwa sechinangwa chemhuri iyi. NVIDIA inoshuma 90% paPinchBench, 65.0-70.4% paSWE-Bench Verified pahurongwa hushanu hwemaagent ne56.4% paTerminal-Bench 2.1 paNemotron 3 Ultra; Llama-Nemotron Ultra yekare yakashuma 76.0% paGPQA-Diamond kuenzaniswa ne71.5% yaDeepSeek-R1. Zvose zvakashumwa nemutengesi pahwaro husina kudzvanywa.
Dana API yeNemotron isina kudzorwa
Context ye262K, kudana zvishandiso, JSON schema yakasimba, hapana chidzitiro chekuramba — $0.75 anopinda / $3.30 anobuda pamatokeni 1M.
Verenga Magwaro eAPI Magwaro Emodhi OseShannon Lab LLC · New Mexico, USA · kushandiswa kunotongwa neMutemo wedu Wekushandisa Nemutsigo
Zvakatorwa kubva: gwaro reunyanzvi reNVIDIA Nemotron 3 Ultra · bhurogu revagadziri veNVIDIA (Chikumi 2026) · zvinyorwa zvemagadzirirwo eNemotron 3 Super · Llama-Nemotron: Efficient Reasoning Models · Cerebras Research, REAP. Miyero yehwaro yakashumwa neNVIDIA pamodhi isina kudzvanywa kunze kwekunge yakanzi ndeyeArtificial Analysis; zvivakwa zvakadzvanywa zvingasiyana. Mitengo neunyanzvi zviripo kusvika musi wa5 Gunyana 2026.