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

Qwen3-VL 235B-A22B Instruct is a current Vision release in the Qwen family, certified from its immutable official source revision.

Technical deployment reference illustration for Qwen3-VL 235B-A22B Instruct
Reference deployment flow; exact architecture facts are listed separately.
Total parameters235.0B
Active parameters22.0B
Context window262,144 tokens
Release statusCurrent · Current
ArchitectureQwen3VLMoeForConditionalGeneration
ModalitiesText, Image, Video
LicenseApache License 2.0
Deployment stateDeployable with certified configuration
Commercial stateCommercial Use Allowed
Release date2025-09-22

Architecture, strengths and use cases

Qwen3-VL 235B-A22B Instruct is an official self-hostable Qwen release in the Qwen Vision track. It uses Qwen3VLMoeForConditionalGeneration, carries 235B / 22B MoE, supports a verified context window of 262,144 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-VL 235B-A22B Instruct uses Qwen3VLMoeForConditionalGeneration with 235B / 22B MoE. The stored architecture profile records 94 layers, hidden width 4096, 64 attention heads and a 262,144 token context ceiling where the official configuration publishes those fields.

Verified Qwen3VLMoeForConditionalGeneration architecture
262,144 token certified context
Official BF16, Unknown checkpoint coverage
Private LLM inference
Agentic workflows
Long-context document processing
Vision-language analysis

Certified checkpoints and quantizations

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

Qwen3-VL-235B-A22B-Instruct

Qwen/Qwen3-VL-235B-A22B-Instruct

Official · BF16 · safetensors

Runtime certified: Transformers

Precision / quantizationFormatBitsPublisher trustDeployment state
BF16safetensors16OfficialRuntime certified

Recommended hardware

Use only the listed transformers 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.

Estimated weight memory450.85 GB
KV cache1.47 GB
Runtime overhead114.69 GB
Total with safety margin703.1 GB
Technically compatible reference sizing

No current FusionPointAI inventory passes every runtime, architecture, topology and memory gate for this exact checkpoint. Use the estimator for global compatible hardware.

License and self-hosting considerations

The full 235B 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-VL 235B-A22B Instruct is published under Apache License 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

Qwen3-VL 8B Instruct, Qwen3-VL 235B-A22B Thinking, Qwen3-VL 32B Instruct, Qwen3-VL 32B Thinking, Qwen3-VL 30B-A3B Instruct, Qwen3-VL 30B-A3B Thinking, Qwen3-VL 8B Thinking

Release timeline

qwen/qwen/qwen3-vl-235b-a22b-instruct

Source details

Official source

Source revision: f48309b67419fb01ac97e977bdcb0027ca5f857e7be798994dbad0e42e01d7fd

Frequently asked questions

How much VRAM does Qwen3-VL 235B-A22B Instruct require?

The exact estimate depends on checkpoint precision, context and concurrency; the page recommendation uses the certified memory engine and compatible runtime configurations.

Which runtimes support Qwen3-VL 235B-A22B Instruct?

Certified upstream runtime evidence is available for transformers.

Can Qwen3-VL 235B-A22B Instruct be used commercially?

The stored commercial classification is Commercial Use Allowed. Consult the official Apache License 2.0 terms for the final obligations.

Official references

Last verified: 2026-08-26