API Nemotron Kore-ārai
Te whakapapa rangahau a NVIDIA, i whakaputaina tuwhera, e mahi ana me te kore o tētahi paparanga whakakāhore: he MoE Mamba-Attention whakaranu 550B kua whakatikaina mō te STEM me te whakaaroaro pae-roa — i te $0.75 tāuru / $3.30 whakaputa ia miriona tohu.
Whakarāpopoto
Nemotron3Ultra-3BIT-REAP ko te hanga kore-ārai a Shannon o NVIDIA Nemotron 3 Ultra — he tauira Whakaranu-o-Ngā-Mātanga 550-piriona-tawhā me te 55B hohe ia tohu, i whakaputaina i te 4 o Hune 2026 me ngā taumaha, ngā raraunga whakangungu me ngā tikanga i raro i te raihana taritari a te Linux Foundation, te OpenMDW-1.1. I runga i tā mātou ake tautau GPU, ka whakahaerea kāore he paparanga whakakāhore, kāore he tātari whakaputa, he horopaki 262,144 tohu, tae atu ki te 16,384 tohu whakaputa ia tono, te karanga taputapu, te streaming, ngā aho whakaaroaro me te putanga json_schema pūmau. Kāore e whakaae ki ngā whakaahua. Te utu: $0.75 / $3.30 ia 1M tohu.
Ko te nuinga o ngā tauira "tuwhera" he taumaha tuwhera anake, kāore atu — he pēke tawhā, he raihana, me te ngū mō te ahunga mai o ngā tau. Ko Nemotron te kōwhiringa-kē pūmau mō ngā tau e rua: ka tukuna e NVIDIA ngā taumaha, ngā huinga raraunga whakangungu-whai-muri, ngā taiao RL me te tikanga. He mea nui tēnā mō tētahi kūwaha kore-ārai i tētahi āhua ngāwari ki te ngaro. Ko tētahi tauira e whakaputaina ana ōna raraunga whakarōpū he mea ka taea e koe te whakaaro mō tōna whanonga whakakāhore, kaua e matapae noa — ā, he mea ka taea e tētahi tuatoru te whakahaere pono me te kore tātari ihirangi e here ana i tōna waha.
01He aha a Nemotron 3 Ultra?
Ko Nemotron 3 Ultra te mema nui rawa o te whānau Nemotron 3 a NVIDIA, i whakaputaina ki Hugging Face i te 4 o Hune 2026. E whakaahua ana te pūrongo hangarau a NVIDIA i a ia he "tauira reo Mixture-of-Experts Hybrid Mamba-Attention 550 piriona katoa me te 55 piriona tawhā hohe" — tata ki te 10% o te whatunga e mahi ana mō tētahi tohu, ā, koinā te mea e taea ai te whakahaere i tētahi tauira hauwhā-taera-tawhā.
Ko te whakatakotoranga i whakaputaina he 108 paparanga i te ine tauira 8,192, e whakawhitiwhiti ana i ngā paparanga tūnga-mokowā Mamba-2 me tētahi huinga korekore o ngā paparanga aro-katoa, 512 mātanga ia paparanga MoE me te whakarite-ara top-22. I whakangungua-tōmua ki te tata 20 taera tohu kuputuhi i ngā wāhanga e rua — tuatahi kanorau-ārahi, kātahi kounga-ārahi — me tētahi kati Hepetema 2025, 12 reo māori me te 43 reo hōtaka. I whakamahia e te whakangungu-whai-muri te SFT, te RL taiao-maha me ngā utu ka taea te whakaū, me te Multi-Teacher On-Policy Distillation puta noa i te neke atu i te tekau kaiako mātanga. Ko te whāinga hoahoa i kīia he kaihautū rere-roa: ngā wā e pupuri ana i tētahi horopaki nui, e karanga ana i ngā taputapu ngeru maha, ā, e rere ana kia roa rawa te ōhanga ia-tohu e whakahaere ana i te nama.
02Te whakapapa Nemotron, ā, he aha i whai take ai te whakapapa rangahau
Ehara a Nemotron i te mea kotahi-noa. Koinā te huanga kitea o tētahi kaupapa rangahau a NVIDIA e rere ana i te ahunga ōrite mai i te 2024, ā, kua waiho e ia whakatupuranga tētahi mea e mau tonu ana i te tauira o nāianei. I tukuna a Nemotron-4 340B (Hune 2024) me tētahi ara hanga raraunga waihanga tuwhera, tāna ake tauira utu me tāna kaihanga, tae atu ki tētahi whakapuakitanga tino rerekē: ko te nuinga rawa o ōna raraunga whakarōpū he mea hangaia e te tauira. Ko te tauira hei whare-hanga-raraunga, kaua hei mātāpuna, koinā te take ka tuku tonu ngā putanga Nemotron o muri mai i ngā huinga raraunga i te taha o ngā taumaha.
Llama-Nemotron — te whakaaroaro ka taea e koe te patu
I hoatu e te whānau Llama-Nemotron o te 2025 (LN-Nano 8B, LN-Super 49B, LN-Ultra 253B) ētahi whakaaro e rua e mau pai tonu ana. Ko te tuatahi he mea ā-hoahanga: i hanga e te rapunga hoahanga-ā-io Puzzle a NVIDIA tētahi whare pukapuka o ngā poraka transformer kua distilled-ā-poraka, ā, i whakahiatohia mā te hōtakatanga tau-ranu, e whakaputa ana i ngā tauira ka peka rawa ētahi poraka i te aro, ka whakakapi rānei ki tētahi paparanga rārangi kotahi, ā, ko te FFN Fusion i whakahiato i ngā poraka whāngai-whakamua whai-tonu ki ngā mea iti ake, whānui ake, whakatairite — e tapahi ana i te hōhonu raupapa, kaua i te tatau tawhā. I uru a LN-Ultra ki runga i te pona 8×H100 kotahi, ā, e ai ki te pepa a NVIDIA, i toa ake i a DeepSeek-R1 i te GPQA-Diamond (76.0% ki te 71.5%).
Ko te tuarua he mea ā-whanonga: ko Llama-Nemotron te whānau tuwhera tuatahi me tētahi pātono whakaaroaro kōauau, e tapa ana i ngā raraunga whakangungu detailed thinking on, detailed thinking off rānei i te tohutohu pūnaha, me ngā utu hōputu e whakamana ana i ngā tūtohu <think> i te aratau-on. Kotahi tonu te huinga taumaha, e rua ngā whanonga, ka taea te kōwhiri i te wā whakatau. Ko te whakahaere kōti whakaaroaro a Nemotron 3 — me te tawhā reasoning_effort i tā mātou API — he uri tika mai i taua mahi.
Nemotron 3 — te huri whakaranu
I whakakapi a Nemotron 3 i te uri Llama ki tētahi hoahanga whakaranu mai-i-te-tīmatanga, ā, i tāpirihia te LatentMoE (te kōpaki i ngā tohu i mua i te whakarite-ara, e ai ki a NVIDIA ka taea ai "4× te maha o ngā mātanga mō te utu whakatau ōrite"), te matapae maha-tohu, me te whakangungu-tōmua NVFP4 taketake. I whakaputaina e NVIDIA te huinga 50 miriona tauira SFT, 2 miriona mahi RL me te 55 taiao RL i te taha o ngā taumaha — kāore koe e hiahia whakapono noa ki te kupu a te kaihoko mō te mea i whakaakona ki te tauira, nā te mea ka taea te tango i te rauemi ako.
03He aha te hoko a te hoahanga whakaranu
Ka tipu ōrite te keteroki KV a tētahi transformer me te roa o te raupapa, koinā te take ka nui te utu mahara o te whakatau horopaki-roa i mua i te tatau. He tauira tūnga-mokowā ngā paparanga Mamba-2 e kawe ana i tētahi tūnga hoki-tonu rahi-pūmau, nō reira kāore tō rātou utu mahara ia-tohu e tipu me te hītori; ko tā rātou kino ko te tikiatu whakahono tino tika. Ka pupuri te whakaranu i a Mamba-2 mō te nuinga o te tukatuka raupapa, me tētahi torutoru o ngā paparanga aro pono mō te tikiatu e whakararu ana ngā paparanga tūnga-mokowā, me tētahi ōwehenga 64-pane-pātai / 2-pane-KV kaha e whakaiti ana anō i te keteroki. E pūrongo ana a NVIDIA i te 94.7% i te RULER i te 1M tohu — he paearu tikiatu-ngira i hangaia hei hopu i ngā tauira e kī ana he matapihi tā rātou kāore e taea te whakamahi.
Ko te hua ko te tere whakaputa: e kī ana a NVIDIA tae atu ki te tata 6× te tere whakatau i ngā tauira whakataurite i te tika ōrite, ā, i ine motuhake a Artificial Analysis i te 140.3 tohu/hēkona me te 1.33 hēkona te wā ki te tohu tuatahi — te 7 o ngā tauira 89. I tētahi rere kaihautū 200-hurihanga, koirā te rerekētanga i waenga i te oti i te ahiahi me te kore oti.
04He aha te tikanga o "3BIT-REAP", he pono
Ehara te taunga i te whakapaipai — e whakaatu tika ana i te mea i mahia ki te tūāpapa kia uru ai.
Ko te REAP — Router-weighted Expert Activation Pruning — nō Cerebras Research, i whakaaetia mō ICLR 2026. I roto i tētahi MoE korekore, ka tukuna e te kaiwhakarite ara ia tohu ki ētahi mātanga; i runga i tētahi hokohoko tūturu, ka pāngia tonutia ētahi, ā, kāore rawa ētahi e pāngia. Ka whakatau te REAP i ia mātanga mā tētahi paearu whai-take e whakakotahi ana i te kaha o te kōwhiritanga a te kaiwhakarite ara me te nui o ōna whai wāhi whakaputa, kātahi ka tango tuatahi i ngā mea tatauranga-iti rawa — e pūrongo ana a Cerebras i te tapahi tae atu ki te 50% o ngā mātanga mai i ngā tauira tae atu ki te 1 taera tawhā me te pupuri tonu i te kounga paerewa, ā, ka kitea mō ngā mahi whakaputa pēnei i te waehere, he pai ake te tapahi i te whakakotahi. Ka kōpaki te quantization 3-bit i ngā mea e ora tonu ana. Tapahi tuatahi, quantize tuarua, nō reira ka haere te kōti pae ki ngā mātanga e kawe ana i te hokohoko, kaua e pania ki ngā mea mate.
Ehara te kōpaki i te mea kore-utu, kāore mātou e whakapae kē: ka puta tuatahi te quantization kaha hei hekenga iti i te whai-hōputu tika me te tatauranga mekameka-roa, kaua hei kore-mārama kitea. Anei kei hea ngā taumata e toru e tū ana:
| Taunga | He aha tēnā | Ki hea e whakamahia ana e mātou |
|---|---|---|
| 3BIT-REAP | Taumaha 3-bit + tapahi mātanga | Ngā tūāpapa nunui rawa, i reira kāore tētahi atu mea e uru tere |
| W4A16-AUTOROUND-REAP | Taumaha 4-bit / hohenga 16-bit, porowhita kua akona a AutoRound, + tapahi | Ngā tūāpapa rahi-waenga; ka whakahoki mai a AutoRound i te tika i tua atu i te porowhita-ki-te-tata-rawa māori |
| W8A16 | Taumaha 8-bit / hohenga 16-bit | Te pono-rawa; ngā tūāpapa iti noa kāore e hiahia te kōpaki kaha |
Kei te akomanga tuatahi tonu a Nemotron 3 Ultra i te 550B. Mēnā he mataku rawa tō kawenga mahi ki te whakaputa tau tika puta noa i ngā mekameka roa, kei te tauwhāinga rangahau te taumata W8A16 e rārangihia ana — MiMo-V2.5-Pro-W8A16 me Hy3-W8A16 — i te papa $0.50/$2.00. He whakawhitinga pono, kaua he awhe: he tauira iti ake, he kōpaki iti ake.
05He aha te tikanga o "kore-ārai" i tēnei kūwaha
Kia tika: kāore he paparanga whakakāhore, kāore hoki he tātari ihirangi e pā ana ki te whakaputa. Kāore tētahi kaiwehewehe e tirotiro ana i tō tohutohu, e whakahoki mai ana i tētahi whakakāhoretanga kua rite kētia, kāore hoki te whakautu e mātakina i mua i tōna taenga ki tō awa. Ko tāu ka riro mai ko te whanonga ake o te tauira.
Koinei te wāhi ka mutu ai te noho hei meka noa o te whakapapa tuwhera. Nā te mea i whakaputaina e NVIDIA ngā raraunga whakangungu-whai-muri me ngā taiao RL, ka taea te arotake i ngā āhuatanga o te tauira i te ariā, kaua hei pakiwaitara noa. Ā, nā te mea he raihana taritari nā te Linux Foundation te OpenMDW-1.1 e kapi ana i te hoahanga, ngā tawhā, ngā tuhinga me te pūmanawa, ka taea e tētahi kaiwhakahaere motuhake te whakahaere i tētahi hanga kua whakarerekētia, kore-tātari, i runga i ā rātou ake taputapu, kāore te raihana e noho hei arai. He maha ngā raihana tauira "tuwhera" kāore e whakaae ki tēnā. Ka whakaae tēnei. Ka kitea te rerekētanga i te wāhi he pōraru te whakakāhoretanga aunoa, kaua he āhuatanga haumaru:
- Te rangahau haumarutanga — te tātari whakaraerae, te whakaaroaro urutomo, te whanonga pūmate, te taputapu whero-tīma, me te kore tautohetohe mō te whakaaetia rānei o te pātai.
- Te matū, te koiora me te rongoā-mātanga — te pāngarau rongoā-nui, ngā tikanga tauhohe, te paitini, ngā ara whakahiato ka whakakāhoretia e tētahi kūwaha kua āraia i te pā kupu-matua.
- ML whakahoariri — ngā kore-pakeke, ngā kohinga jailbreak me ngā rārangi whakarōpū tūkino mō ngā kaiwehewehe e hiahia ana kia kite i te mea tūturu.
- Kuputuhi haumanu, ture me te taihara — rauemi kēhi he ātaahua kino tōna āhua, ā, ka whakakāhoretia mō taua take tonu.
Ehara te kore-ārai i te kore haepapa. Nāu ake ngā mea e hangaia ana e koe, ā, ka whakahaerea te pūkete e tā mātou Kaupapa Here Whakamahi Haepapa me ngā Tikanga Whakamahi. Ko te tango i tētahi paparanga whakakāhore te tango i tētahi matapae mō te whāinga; kāore e tango i ō haepapa i raro i te ture e pā ana ki a koe.
06STEM me te whakaaroaro: he aha ngā tau i whakaputaina
Ko te pāngarau, te waehere, te pūtaiao me te whai tohutohu te aronga whakangungu a Nemotron mai i te hangaia o te huinga raraunga whakangungu-whai-muri a Llama-Nemotron i runga tonu i aua kōkau e whā. Anei ngā mea e pūrongotia ana e NVIDIA mō te tūāpapa Nemotron 3 Ultra — he tau nā te kaihoko i pūrongotia i runga i te tauira kāore i kōpakina, kāore i whakahaerea e mātou:
E rua ngā whakatūpato he nui ake te uara i ngā tau. He awhe te tatauranga SWE-Bench Verified — e pūrongo ana a NVIDIA i te 65.0% ki te 70.4% e ai ki te whakatinana kaihautū e whakahaerea ana (Pi, OpenHands, Hermes, OpenCode, Mini SWE Agent), ā, ko tētahi horapa rima-tohu mai i te anga anake e whakaatu ana i te nui o te whakawhirinaki o ngā tatauranga kaihautū ki te whakatinana, kaua ki te tauira. Ā, i tūhia e Artificial Analysis a Nemotron 3 Ultra ki te 48 i tāna Intelligence Index, te 9 o ngā tauira 89 — he kaha, ehara i te taumata-teitei rawa o te mata, ā, ko tā rātou ine motuhake te mea ka taumahatia e mātou i runga ake i tētahi kōnae tāpaenga a te kaihoko.
Mō te whakatupuranga o mua, e pūrongo ana te pepa Llama-Nemotron a NVIDIA i a LN-Ultra ki te 76.0% i te GPQA-Diamond hei whakataurite ki te 71.5% a DeepSeek-R1 me te 43.4% a Llama-3.1-405B-Instruct, tae atu ki te 80.8% i te AIME 2024 — he tauira rerekē, kua whakaurua nā te mea ko te pūtaiao taumata-tohu-paetahi me te pāngarau whakataetae te whāinga a te whānau mō ngā whakatupuranga e rua.
Ko ia tatauranga i konei i whakaputaina e tētahi atu, ehara i a mātou. Tirotirohia ngā puna tuatahi e koe ake.
He tatauranga paearu i whakaputaina e NVIDIA (Hune 2026) mō te Nemotron 3 Ultra kāore i kōpakina, ā, e Artificial Analysis mō ngā ine motuhake. He rerekē pea ngā hanga kua kōpakina. Kāore mātou e whakaputa i ngā tau paearu kāore i whakaūngia e mātou, kāore rānei e taea te tohu pūtake.
07Te utu, me te whakatūpato mō te kōrero-nui
I te $0.75 ia miriona tohu tāuru me te $3.30 ia miriona tohu whakaputa, e noho ana a Nemotron3Ultra i te toru-iti-iho o tā mātou rārangi mō te tāuru, ā, i waenganui mō te whakaputa. Anei ngā tauira mahia, nā te mea he uaua te mātau ki te utu ia-miriona:
| Āhua karanga | Tāuru | Whakaputa | Utu |
|---|---|---|---|
| Hurihanga RAG māori | 50,000 | 4,000 | $0.051 |
| Tātaritanga tuhinga roa | 150,000 | 8,000 | $0.139 |
| Karanga rahi-nui-rawa | 262,144 | 16,384 | $0.251 |
He tata 25 heneti te utu o tētahi tono horopaki-katoa, whakaputa-katoa — ia tohu ka whakaaetia e te kūwaha me ia tohu ka whakaputaina e ia. He tata $1.32 te utu o te āhua ōrite i runga i a Kimi-K3-3BIT-REAP, tā mātou tauira utu-nui rawa i te $3.83/$19.12, arā he 5.3× te nui ake.
Nā, te whakatūpato, ā, he pono. I ine a Artificial Analysis i a Nemotron 3 Ultra e hanga ana i te 2.3× te whakaputa tohu i tōna hoa waenga puta noa i tā rātou huinga paearu. Ka utua koe e ngā tauira whakaaroaro mō te whakaaro, ā, he kōrero-nui tēnei; ka ngaro te painga utu ia-tohu ki roto i tētahi hē utu ia-mahi mēnā ka toru whakarea te roa o te whakaaroaro a te tauira kia tae ki te whakautu ōrite. Kua whakaurua te whakamahia hei whakatikatika, ā, kua whakaaturia i tā mātou API: i whakangungua-whai-muri a Nemotron 3 mō te whakahaere kōti whakaaroaro, ā, e tautokona ana te reasoning_effort i konei — e whakaahua ana a NVIDIA i tētahi aratau kaha-iti e whakamahi ana i te tokoiti rawa o ngā tohu whakaaro mō tētahi whakawhitinga tika-tau-kotahi. Mō te whakarōpū, te tango me te whakarite-ara, whakaitihia, ā, ka panoni tino nui te ōhanga; mō tētahi whakaū, tētahi whakatikatika kōnae-maha rānei, whakanuia, ā, utua mārōrō. Inea āu ake tohu-ia-mahi, kaua e pānui noa i te rārangi utu me te whakapae.
08Te karanga: e toru ngā reo, kotahi te tauira
Ka whakautu ia tauira o te kūwaha i ngā mata API streaming e toru, nō reira ka taea e koe te tohu i tētahi kiritaki e whai wāhi ana ki a ia me te kore tuhi anō i tō whakahiatonga: /v1/chat/completions (te reo OpenAI), /v1/messages (te reo Anthropic), me /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."}
]
}'He whakarāpopototanga āheinga, kia kore ai tētahi mea e whakamīharo i a koe i te wā whakahiato:
| Āheinga | Nemotron3Ultra · 3BIT-REAP |
|---|---|
| Matapihi horopaki | 262,144 tohu |
| Whakaputa nui rawa / tono | 16,384 tohu |
| Streaming | Āe |
| Karanga taputapu | Āe |
| Ngā aho whakaaroaro | Āe |
reasoning_effort | Āe |
json_schema (pūmau) | Āe |
response_format | Āe |
| Tirohanga / tāuru whakaahua | Kāo — kuputuhi anake |
| Paparanga whakakāhore | Kāore |
Ka mau te tangata i te rārangi tirohanga: he kuputuhi anake a Nemotron3Ultra. Mēnā ka tuku whakaahua tō ara, whakamahia a MiniMax-M3-3BIT-REAP, MiMo-V2.5-W8A16 rānei i te $0.50/$2.00, a Kimi-K2.6-W4A16-AUTOROUND-REAP rānei i te $0.78/$3.67 — he tirohanga tō rātou katoa, he kore-ārai katoa, kei te horopaki 262,144-tohu ōrite katoa. Kei te tuhinga API te tohutoro tawhā katoa.
09Kei hea a Nemotron3Ultra e noho ana i waenga i te tekau mā rua
He tekau mā rua ngā tauira kore-ārai o te rārangi e tiritahi ana i te matapihi horopaki ōrite, ngā reo e toru ōrite, me te kore ōrite o te paparanga whakakāhore; he rerekē rātou i te tūāpapa, te utu me te āheinga. He motuhake te tūnga o Nemotron: te kaimahi whakaaroaro whakapapa-tuwhera — ehara i te utu-iti rawa, ehara i te āheinga-teitei rawa, engari koinā te mea he nui rawa te ara pepa tūmatanui e whai ana i tōna whanonga, kua whakatikaina kaha rawa mō te STEM me ngā kaihautū.
| Tauira | Tāuru / 1M | Whakaputa / 1M | Tirohanga | Kōwhiria mō |
|---|---|---|---|---|
| MiniMax-M3 · 3BIT-REAP | $0.50 | $2.00 | Āe | Te kōwhiringa tirohanga utu-iti rawa |
| MiMo-V2.5-Pro · W8A16 | $0.50 | $2.00 | Kāo | Te taumata quantization pono-rawa |
| GLM-5.2 · 3BIT-REAP | $0.73 | $2.34 | Kāo | Te whakaaroaro tūāpapa-nui utu-iti rawa |
| Nemotron3Ultra · 3BIT-REAP | $0.75 | $3.30 | Kāo | STEM, kaihautū, whakapapa tuwhera |
| Kimi-K2.6 · W4A16-AUTOROUND-REAP | $0.78 | $3.67 | Āe | Tirohanga + pono AutoRound |
| DeepSeek-V4-Pro · 3BIT-REAP | $1.95 | $3.90 | Kāo | Tātaritanga hurihanga-kotahi hōhonu |
| Kimi-K3 · 3BIT-REAP | $3.83 | $19.12 | Āe | Te tuanui āheinga tino teitei |
E whitu o ngā tekau mā rua kua whakaaturia. Kei te tuhinga API te rārangi katoa — tae atu ki a Laguna-S-2.1, inkling, DeepSeek-V4-Flash, MiMo-V2.5 me Hy3. Kia mōhio, kāore a Laguna-S-2.1 e tautoko i te putanga hanganga, kāore hoki a inkling e tautoko i te json_schema; ka tautoko a Nemotron3Ultra i ngā mea e rua.
Ko te hoa tata rawa mā te utu ko GLM-5.2-3BIT-REAP i te $0.73/$2.34, ā, koinei te whakataurite pono: he utu-iti ake a GLM-5.2 ia tohu, ina koa mō te whakaputa. Ka mau mai a Nemotron i tētahi kohinga whakangungu kua whakaputaina, tētahi pae kōti-whakaaroaro mārama, me tētahi hītori whānau e aro ana ki te pūtaiao taumata-tohu-paetahi. Mō te whakaaroaro whānui ranea-nui: whakahaerea te mea utu-iti ake. Mō te mea taumaha-STEM, kaihautū, e pā ana rānei ki tētahi arotake e pātai ana i te ahunga mai o te whanonga o te tauira: ka utua e Nemotron te rerekētanga.
10Ngā pātai auau
He aha te API Nemotron kore-ārai?
Ko te kūwaha e whakahaerea ana e Shannon AI mō Nemotron3Ultra 3BIT-REAP, he hanga kua kōpakina o te Nemotron 3 Ultra tuwhera-taumaha a NVIDIA. Ka whakahaerea i runga i tā mātou ake tautau GPU kāore he paparanga whakakāhore, kāore hoki he tātari whakaputa, he horopaki 262,144 tohu me te 16,384 tohu whakaputa ia tono, ā, he $0.75 ia miriona tohu tāuru me te $3.30 ia miriona tohu whakaputa te utu.
He tuwhera-taumaha pono a NVIDIA Nemotron?
Āe. I whakaputaina e NVIDIA a Nemotron 3 Ultra i te 4 o Hune 2026 me ngā taumaha, ngā raraunga whakangungu me ngā tikanga i raro i te raihana taritari a te Linux Foundation, te OpenMDW-1.1, i whai i a Nemotron-4 340B me te whānau Llama-Nemotron. Ko taua tuwheratanga te mea e taea ai e tētahi kaiwhakahaere motuhake te whakahaere i tētahi hanga kore-tātari.
He aha te tikanga o te 3BIT-REAP?
E rua ngā hipanga kōpaki. Ko te REAP — Router-weighted Expert Activation Pruning, nā Cerebras Research, i whakaaetia mō ICLR 2026 — ka whakatau ia mātanga o tētahi Whakaranu-o-Ngā-Mātanga mā te kaha o te kōwhiritanga a te kaiwhakarite ara me te nui o ōna whai wāhi whakaputa, kātahi ka muku tuatahi i ngā mea tatauranga-iti rawa. Ka quantized ngā mea e ora tonu ana ki ngā taumaha 3-bit, nō reira ka whakapaua te kōti pae ki ngā mātanga e tino kawe ana i te hokohoko.
Ka tautoko a Nemotron3Ultra i te tirohanga, i te putanga JSON schema rānei?
Kāore he whakaahua: he kuputuhi anake tēnei kūwaha. Ka tautoko ia i te putanga hanganga pūmau — te json_schema me te response_format — tae atu ki te karanga taputapu, te streaming, ngā aho whakaaroaro me te reasoning_effort. Mō ngā whakaahua i runga i tētahi tauira kore-ārai, whakamahia kē a MiniMax-M3, Kimi-K2.6, Kimi-K3, MiMo-V2.5, inkling rānei.
He aha ai he 262,144 tohu te horopaki i te mea e panuitia ana e NVIDIA te 1M?
Ko te hoahanga Nemotron 3 e whāia ana he matapihi 1M-tohu, ā, e pūrongo ana a NVIDIA i te 94.7% i te RULER i taua roa. Ka whakahaerea e tā mātou hanga te 262,144 tohu, te matapihi e mau tere-katoa ana mātou puta noa i te rārangi katoa. Ka whakaatu ia tauira o te kūwaha i te horopaki ōrite, nō reira ka taea e koe te huri i ngā id tauira me te kore tuhi anō i tō wehewehenga.
He pai a Nemotron mō te pāngarau, te pūtaiao me te waehere?
Ko te STEM me te whakaaroaro te aronga i kīia e te whānau. E pūrongo ana a NVIDIA i te 90% i te PinchBench, 65.0–70.4% i te SWE-Bench Verified puta noa i ngā whakatinana kaihautū e rima, me te 56.4% i te Terminal-Bench 2.1 mō Nemotron 3 Ultra; i pūrongotia e Llama-Nemotron Ultra o mua te 76.0% i te GPQA-Diamond hei whakataurite ki te 71.5% a DeepSeek-R1. He mea nā te kaihoko katoa i pūrongotia i runga i te tūāpapa kāore i kōpakina.
Karangahia te API Nemotron kore-ārai
Horopaki 262K, karanga taputapu, JSON schema pūmau, kāore he paparanga whakakāhore — $0.75 tāuru / $3.30 whakaputa ia 1M tohu.
Pānuitia ngā Tuhinga API Ngā Kāri Tauira KatoaShannon Lab LLC · New Mexico, USA · e whakahaerea ana te whakamahinga e tā mātou Kaupapa Here Whakamahi Haepapa
Puna kōrero: Pūrongo hangarau NVIDIA Nemotron 3 Ultra · Pae pūrongo kaiwhakawhanake NVIDIA (Hune 2026) · Ngā tuhinga hoahanga Nemotron 3 Super · Llama-Nemotron: Efficient Reasoning Models · Cerebras Research, REAP. He tatauranga paearu tūāpapa i pūrongotia e NVIDIA i runga i te tauira kāore i kōpakina, mēnā kāore i tohuhia ki a Artificial Analysis; he rerekē pea ngā hanga kua kōpakina. He mea ora ngā utu me ngā āheinga, e rite ana ki te 5 o Hepetema 2026.