nvidia/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-NVFP4
text-generation model by nvidia
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Model card & documentation
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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-NVFP4 is a large language model (LLM) trained by NVIDIA. 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 commercial use. To get quickly started on DGX Spark (GB10) you can use the following command. Grab the model: Run it with vLLM — this recipe uses DSpark speculative decoding, tuned for DGX Spark. (vLLM version: vllm/vllm-openai:v0.27.1) Validated context: 1M tokens (default). For more details on how to deploy…
Read the full model card ↗ · Preview checked 2026-10-30T13:07:26.598Z
Inside the original model card — Document outline
- NVIDIA-Nemotron-3.5-Lightning-30B-A3B-NVFP4
- Model Summary
- Model Overview
- What is Nemotron?
- Description
- Quick Start
- License/Terms of Use
- Benchmarks
- Reasoning Benchmark Evaluations
- Agentic Coding Benchmarks
- Deployment Geography: Global
- Use Case
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Model overview
nvidia/NVIDIA-Nemotron-3.5-Lightning-30B-A3B-NVFP4 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)
- 1,056,205
- Cumulative likes
- 486
- Hugging Face trending score
- 9
- Reported safetensors parameters
- 17,820,210,764
- Architecture
- NemotronHForCausalLM
- License
- other
- Access
- Not gated by Hugging Face
- Created
- 2026-08-04T19:10:45.000Z
- Last modified
- 2026-09-10T14:41:52.000Z
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
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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.