nvidia/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-BF16

text-generation model by nvidia

Open original source ↗

From the publisher

Model card & documentation

Source preview

Read the publisher’s intended use, setup instructions, evaluations and limitations. The original model card is the source of truth.

Hardware Matrix Model Developer: NVIDIA Corporation Model Dates: December 2025 - May 2026 Data Freshness: NVIDIA Nemotron™ is a family of open models with open weights, training data, and recipes, delivering leading efficiency and accuracy for building specialized AI agents. NVIDIA-Nemotron-3.5-Lightning-30B-A3B-BF16 is a large language model (LLM) trained by NVIDIA. This is the full-precision (BF16) release of Nemotron 3.5 Lightning — the reference weights of the model, intended primarily as the starting point for customization: post-training (SFT, RL, distillation), domain adaptation, and producing your own quantized or GGUF variants. For latency- and throughput-optimized inference, use the NVFP4 release instead. The model employs a hybrid Mixture-of-Experts architecture, utilizing interleaved Mamba-2 and MoE layers, along with select Attention layers. The Lightning 3.5 model is released alongside a number of speculative decoding methods for faster text generation. The model has 3B active parameters and 30B parameters in total. This model is ready for…

nvidia/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-BF16 on Hugging Face A short preview, not the full document.

Read the full model card ↗ · Preview checked 2026-10-29T22:34:25.918Z

Inside the original model card — Document outline
  1. NVIDIA-Nemotron-3.5-Lightning-30B-A3B-BF16
  2. Model Summary
  3. Model Overview
  4. What is Nemotron?
  5. Description
  6. Quick Start
  7. License/Terms of Use
  8. Benchmarks
  9. Reasoning Benchmark Evaluations
  10. Agentic Coding Benchmarks
  11. Deployment Geography: Global
  12. Use Case

Headings are captured from the source. Links open the publisher’s document, not a locally hosted copy.

Links from the model card

References supplied by the publisher, not independently verified endorsements. Check the destination before downloading files or entering credentials.

Documentation belongs to its respective authors. Reported project/model license: other. A listing is not a grant of reuse or training rights. Confirm the document’s own terms at the source.

Model overview

nvidia/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-BF16 is a text-generation model repository published by nvidia on Hugging Face. The source reports the transformers library.

This page summarizes Hub metadata. For intended use, training data, evaluation results and limitations, consult the original model card.

Model facts

Task
text-generation
Library
transformers
Recent downloads (30 days)
1,218,688
Cumulative likes
258
Hugging Face trending score
8
Reported safetensors parameters
31,577,937,344
Architecture
NemotronHForCausalLM
License
other
Access
Not gated by Hugging Face
Created
2026-08-01T06:55:21.000Z
Last modified
2026-08-24T23:46:27.000Z

Compatibility and lineage

Reported languages: en, es, fr, de, it, ja

Base-model lineage was not included.

Parameter count is not a RAM/VRAM requirement. Check precision, quantization, context length and runtime compatibility in the model card; no hardware or API-cost claim is inferred here.

Use and evaluate

Check license terms and access requirements first. Review the model card’s documented loading instructions, evaluations and safety limitations. Benchmark scores are not imported by this directory, and popularity is not an accuracy ranking.

No model weights are downloaded or executed by AltAPIs. Never enable remote model code without reviewing it.

Model card and usage instructions

Model files and configuration

Community discussion

Source and freshness

Source: Hugging Face Hub. Metadata observed 2026-11-01T06:51:29.042Z. Daily imports are snapshots, not real-time monitoring.

Popularity and source listings do not establish security, suitability, licensing rights or benchmark performance.

Open original source

Related models

openai-community/gpt2

Qwen/Qwen3-0.6B

Qwen/Qwen3-14B

Qwen/Qwen3-4B

Qwen/Qwen3-8B

deepseek-ai/DeepSeek-V3.2