Qwen3-235B-A22B-NVFP4: Specs, GPU requirements, hosting & deployment

Architecture, strengths and use cases

Qwen3-235B-A22B-NVFP4 is an official self-hostable Qwen release in the Qwen General track. It uses The manufacturer has not published this information., carries The manufacturer has not published this information., supports a verified context window of 0 tokens, and exposes only source-certified checkpoints and runtime combinations. Its release, license and deployment facts are tied to the official repository revision rather than inferred from the family name.

Qwen3-235B-A22B-NVFP4 uses The manufacturer has not published this information. with The manufacturer has not published this information.. The stored architecture profile records layers, hidden width , attention heads and a 0 token context ceiling where the official configuration publishes those fields.

Certified checkpoints and quantizations

Only exact, source-certified variants attached to this release are shown.

Recommended hardware

Use only the listed certified runtime configuration with the exact checkpoint precision. The recommendation engine checks weight memory, KV cache, runtime overhead, safety headroom, GPU architecture and topology before ranking rentable and reference hardware.

License and self-hosting considerations

The full 0B resident weight set must fit across the selected GPUs. Context and concurrency add KV-cache memory; MoE active parameters do not replace resident-weight memory.

Qwen3-235B-A22B-NVFP4 is published under apache-2.0. The release-scoped official license link and verification date are retained with the catalogue record.

Commercial Use Allowed. The official license permits commercial use; its obligations still apply.

Alternatives and sibling variants

千问3.8-27B, 千问3-8B, 千问3.8-2.4T-A95B, 千问3-30B-A3B-Instruct-2507, 千问3-235B-A22B, Qwen3.8-2.4T-A95B-NVFP4, ContextPilot-8B, Qwen3.8-27B-FP8, Qwen3.8-2.4T-A95B-FP8, tmax-sft-8b, WebWorld-14B, WebWorld-32B, WebWorld-8B, intent-aware-lfqa-qwen3-8b-intent-implicit, intent-aware-lfqa-qwen3-8b-baseline, intent-aware-lfqa-qwen3-8b-multiview, intent-aware-lfqa-qwen3-8b-intent-explicit, MolmoWeb-Pretrained-8B, MolmoWeb-4B, MolmoWeb-8B, MolmoWeb-4B-Native, MolmoWeb-8B-Native, MolmoWeb-Pretrained-4B, MolmoPoint-8B, Penguin-VL-8B, Qwen3-235B-A22B-Eagle3, Molmo2-8B, Qwen3-8B-DMS-8x, WeDLM-8B-Base, Qwen3-Nemotron-8B-BRRM, Nemotron-Orchestrator-8B, Qwen3Guard-Gen-8B, Qwen3Guard-Stream-8B, Qwen3-30B-A3B-Instruct-2507-FP8, Qwen3-8B-FP8, Qwen3-8B-NVFP4, cudaLLM-8B, Qwen3-235B-A22B-FP8, Qwen3-8B-GGUF, Qwen3-235B-A22B-GGUF, Qwen3-8B-AWQ, Qwen3-235B-A22B-GPTQ-Int4, Qwen3.8 2.4T-A95B, Qwen3.8 27B, Qwen3 30B-A3B Instruct 2507

Release timeline

Frequently asked questions

Official references

• huggingface.co

Last verified: 2026-09-03