NVIDIANVIDIA

Nemotron Cascade 2 30B A3B

最先端
Mar 2026公開日262K トークンコンテキストNVIDIA Open Model Licenseライセンス88 優秀品質

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.

はじめに

— コピー&ペーストでローカル実行

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

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Nemotron Cascade 2 30B A3Bのおすすめ

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量子化オプション

量子化レベル別VRAM推定値

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

ハードウェア互換性

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Computing compatibility...

メモリ内訳

Reference: RTX 2060 6GB

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

よくある質問

FAQ — Nemotron Cascade 2 30B A3B

関連項目