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Qwen3-32B-FP8

Qwen3-32B-FP8 is Alibaba's official FP8-quantized checkpoint of the Qwen3-32B instruction-tuned model, targeting Hopper (H100) GPU inference with FP8 tensor core support. FP8 quantization reduces memory by ~50% vs bf16 while preserving most of the model's accuracy. Apache-2.0 licensed.

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From the model card

Fields below are copied from the tags and counters on the HuggingFace repository Qwen/Qwen3-32B-FP8 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)
Qwen
Pipeline tag
text-generation
Library
Transformers
Weight formats
safetensors
License tag
apache-2.0 — read the license file in the repo before relying on it
Lineage
Papers cited
arXiv:2309.00071, arXiv:2505.09388
Downloads (HF counter at last fetch)
389,347
Likes (HF counter at last fetch)
83
Model card
https://huggingface.co/Qwen/Qwen3-32B-FP8

Use cases

  • High-throughput Qwen3-32B serving on H100 GPUs
  • Cost-efficient inference where full bf16 is too expensive
  • Qwen3 capability at reduced VRAM cost in multi-tenant deployments
  • Benchmarking FP8 accuracy degradation on Qwen3-32B tasks

Pros

  • Apache-2.0 license
  • FP8 is an official Alibaba quantization — not community-derived
  • ~50% VRAM reduction vs bf16 on H100 hardware
  • Transformers and TGI compatible

Cons

  • FP8 requires Hopper (H100) or newer GPUs — no benefit on A100 or consumer cards
  • FP8 quantization introduces small but measurable accuracy regression on some tasks
  • 20 GB+ VRAM still required even at FP8 — not entry-level hardware
  • Less established tooling than INT4 quantization formats

Tags

transformerssafetensorsqwen3text-generationconversationalarxiv:2309.00071arxiv:2505.09388base_model:Qwen/Qwen3-32Bbase_model:quantized:Qwen/Qwen3-32Blicense:apache-2.0text-generation-inferenceendpoints_compatiblefp8region:us