Will It Run AI

NVIDIANVIDIA

Nemotron Cascade 2 30B A3B

Frontier
Mar 2026Publicado262K tokensContextoNVIDIA Open Model LicenseLicença88 ForteQualidade

Nemotron Cascade 2 30B A3B (30B parameters) requires approximately 23.0 GB of VRAM with Q4_K_M quantization. As a Mixture of Experts model with 3B active parameters, it uses less memory than its total parameter count suggests. For the best balance of quality and speed, we recommend hardware with at least 27 GB of VRAM.

Comece agora

— copie e cole para rodar localmente

Copy-paste commands to run Nemotron Cascade 2 30B A3B on your machine.

Run

ollama run nemotron-cascade-2

Quick specs

Parameters30B (3B active)
Architecturemoe (MoE)
Context262K tokens
Modalitytext
Min RAM11.7 GB
Rec. RAM18.3 GB (Q4_K_M)
LicenseNVIDIA Open Model License
FamilyNemotron
Code Chat Reasoning

About this model

NVIDIA Nemotron Cascade 2 is a 30B MoE model with 3B active parameters, using a Mamba-2 + Transformer hybrid architecture. Gold medal at IMO 2025 and IOI 2025. 92% AIME 2025, 87% LiveCodeBench. Fits on a single RTX 4090.

  • MoE: 30B total / 3B active — runs on single RTX 4090
  • Mamba-2 + Transformer hybrid architecture
  • Gold medal IMO 2025, IOI 2025, ICPC 2025
  • 92.4% AIME 2025, 87.2% LiveCodeBench v6
  • 262K context window
  • Thinking + instruct dual mode

Modelos relacionados

Seu hardware

Detectando...

Escolhas rápidas

Melhor hardware

Melhores opções para Nemotron Cascade 2 30B A3B

Rodar este modelo

Opções de quantização

Estimativas de VRAM por nível de quantização

No hardware detected — fit column shows raw VRAM estimates

QuantBitsVRAMQualityFit
Q2_K
2
11.7 GB
Low
Q3_K_S
3
14.7 GB
Low
NVFP4
4
16.8 GB
Medium
Q4_K_M
4
18.3 GB
Medium
Q5_K_M
5
21.6 GB
High
Q6_K
6
24.6 GB
High
Q8_0
8
32.1 GB
Very High
F16
16
61.5 GB
Maximum

Quality benchmarks

Nemotron Cascade 2 30B A3B benchmark scores

Benchmark verified

Coding

SWE-bench Verified
HumanEval+
Aider Polyglot
LiveCodeBench87.2%

Reasoning

MMLU-Pro79.8%
GPQA Diamond76.1%
MATH-500
ARC Challenge

Source: official · 2026-03-19

Compatibilidade de hardware

Estimativas de compatibilidade para todo o hardware

Abrir calculadora

Computing compatibility...

Detalhamento de memória

Reference: RTX 2060 6GB

Weights18.3 GB
KV Cache2.9 GB
Runtime1.2 GB
Headroom0.6 GB

Perguntas frequentes

FAQ — Nemotron Cascade 2 30B A3B

Veja também