NVIDIA/Dense

Nemotron-H 8B

chatcodingreasoningmathThinking
8B
Parameters
125K
Context length
4
Benchmarks
4
Quantizations
50K
HF downloads
Architecture
Dense
Released
2025-06-06
Layers
52
KV Heads
8
Head Dim
128
Family
nemotron

Nemotron-H-8B-Reasoning-128K

Model Developer: NVIDIA

Model Dates:

October 2024 - March 2025

Data Freshness:

September 2024

The pretraining data has a cutoff date of September 2024.

Model Overview

NVIDIA Nemotron-H-8B-Reasoning-128K is a large language model (LLM) developed by NVIDIA, designed as a unified model for both reasoning and non-reasoning tasks.It responds to user queries and tasks by first generating a reasoning trace and then concluding with a final response. The model's reasoning capabilities can be controlled via a system prompt. If the user prefers the model to provide its final answer without intermediate reasoning traces, it can be configured to do so, albeit with a slight decrease in accuracy for harder prompts that require reasoning. Conversely, allowing the model to generate reasoning traces first generally results in higher-quality final solutions to queries and tasks.

The model uses a hybrid architecture consisting primarily of Mamba-2 and MLP layers combined with just four Attention layers. It is based on Nemotron-H-8B-Base-8K.
The supported languages include: English, German, Spanish, French, Italian, Korean, Portuguese, Russian, Japanese, and Chinese.

We provide a BF16 checkpoint which can be used with HuggingFace-Transformers or TensorRT-LLM, and a FP8 checkpoint which can be used with TensorRT-LLM.

This model is for research and development only.

Quantizations & VRAM

Q4_K_M4.5 bpw
5.0 GB
VRAM required
94%
Quality
Q6_K6.5 bpw
7.0 GB
VRAM required
97%
Quality
Q8_08 bpw
8.5 GB
VRAM required
100%
Quality
FP1616 bpw
16.5 GB
VRAM required
100%
Quality

Benchmarks (4)

Arena Elo1450
MATH94.0
MBPP86.0
GPQA55.1

Run with Ollama

$ollama run nemotron-h:8b

GPUs that can run this model

At Q4_K_M quantization. Sorted by minimum VRAM.

NVIDIA Tesla K20c
5 GB VRAM • 208 GB/s
NVIDIA
NVIDIA Tesla K20m
5 GB VRAM • 208 GB/s
NVIDIA
NVIDIA Tesla K20s
5 GB VRAM • 208 GB/s
NVIDIA
NVIDIA GeForce GTX 1060 5 GB
5 GB VRAM • 160 GB/s
NVIDIA
NVIDIA P102-100
5 GB VRAM • 440 GB/s
NVIDIA
NVIDIA RTX 3050 6GB
6 GB VRAM • 168 GB/s
NVIDIA
$169
Intel Arc A380
6 GB VRAM • 186 GB/s
INTEL
$129
NVIDIA RTX 2060 6GB
6 GB VRAM • 336 GB/s
NVIDIA
$150
NVIDIA GTX 1660 SUPER
6 GB VRAM • 336 GB/s
NVIDIA
$150
NVIDIA GTX 1660 Ti
6 GB VRAM • 288 GB/s
NVIDIA
$140
NVIDIA GTX 1060 6GB
6 GB VRAM • 192 GB/s
NVIDIA
$80
NVIDIA Tesla C2070
6 GB VRAM • 143 GB/s
NVIDIA
NVIDIA Tesla C2075
6 GB VRAM • 150 GB/s
NVIDIA
NVIDIA Tesla C2090
6 GB VRAM • 177 GB/s
NVIDIA
NVIDIA Tesla M2070
6 GB VRAM • 150 GB/s
NVIDIA
NVIDIA Tesla M2070-Q
6 GB VRAM • 150 GB/s
NVIDIA
NVIDIA Tesla M2075
6 GB VRAM • 150 GB/s
NVIDIA
NVIDIA Tesla M2090
6 GB VRAM • 177 GB/s
NVIDIA
NVIDIA Tesla X2070
6 GB VRAM • 177 GB/s
NVIDIA
NVIDIA Tesla X2090
6 GB VRAM • 177 GB/s
NVIDIA
NVIDIA Tesla K20X
6 GB VRAM • 250 GB/s
NVIDIA
NVIDIA Tesla K20Xm
6 GB VRAM • 250 GB/s
NVIDIA
NVIDIA GeForce GTX 1060 6 GB
6 GB VRAM • 192 GB/s
NVIDIA
NVIDIA GeForce GTX 1060 6 GB 9Gbps
6 GB VRAM • 217 GB/s
NVIDIA
NVIDIA GeForce GTX 1060 6 GB GDDR5X
6 GB VRAM • 192 GB/s
NVIDIA
NVIDIA GeForce GTX 1060 6 GB GP104
6 GB VRAM • 192 GB/s
NVIDIA
NVIDIA GeForce GTX 1060 6 GB Rev. 2
6 GB VRAM • 192 GB/s
NVIDIA
NVIDIA GeForce GTX 1660
6 GB VRAM • 192 GB/s
NVIDIA
NVIDIA GeForce GTX 1660 SUPER
6 GB VRAM • 336 GB/s
NVIDIA
NVIDIA GeForce GTX 1660 Ti
6 GB VRAM • 288 GB/s
NVIDIA

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