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Qwen3.6-35B-A3B-NVFP4

Qwen3.6-35B-A3B-NVFP4 is an NVIDIA-optimized FP4 quantization of Qwen3.6-35B-A3B, produced with the ModelOpt toolkit for deployment on NVIDIA H100/H200 GPUs. FP4 weights reduce GPU memory footprint roughly 2x compared to BF16 while maintaining most of the original accuracy for conversational tasks. It is intended for inference on NVIDIA TensorRT-LLM or vLLM backends, not for further fine-tuning.

Summary text generated by an automated pipeline from the model card · Not individually reviewed or run by us · How this page is made

From the model card

Fields below are copied from the tags and counters on the HuggingFace repository nvidia/Qwen3.6-35B-A3B-NVFP4 at our last fetch. They are set by the uploader, not verified by us; rows with no tag are omitted. How this page is made.

Publisher (HF namespace)
nvidia
Pipeline tag
text-generation
Weight formats
safetensors
License tag
apache-2.0 — read the license file in the repo before relying on it
Lineage
Downloads (HF counter at last fetch)
10,172,652
Likes (HF counter at last fetch)
587
Model card
https://huggingface.co/nvidia/Qwen3.6-35B-A3B-NVFP4

Use cases

  • Low-latency inference on NVIDIA Hopper-class GPUs
  • Serving large MoE models within tighter VRAM budgets
  • Production deployment via TensorRT-LLM or vLLM
  • Benchmarking FP4 vs BF16 accuracy trade-offs
  • Azure AI Studio deployment with NVIDIA hardware

Pros

  • Roughly half the VRAM footprint of the BF16 original
  • ModelOpt-calibrated quantization preserves conversational quality
  • Ready for TensorRT-LLM and vLLM inference engines
  • Apache-2.0 licensed, permissive for commercial use

Cons

  • Requires NVIDIA Hopper GPU (H100/H200); does not run on older architectures
  • FP4 format is not supported in most personal or cloud notebook environments
  • Cannot be used for fine-tuning — inference only
  • Accuracy may degrade on tasks sensitive to low-bit numeric precision

Tags

Model Optimizersafetensorsqwen3_5_moenvidiaModelOptQwen3.6quantizedFP4fp4text-generationconversationalbase_model:Qwen/Qwen3.6-35B-A3Bbase_model:quantized:Qwen/Qwen3.6-35B-A3Blicense:apache-2.08-bitmodeloptdeploy:azuredeploy:sagemakerregion:us