Alibaba Cloud480B/35B active~291 GB VRAM at Q4_K_M

Qwen3-Coder 480B-A35B (MoE) — VRAM, speed & local setup

Written by Jakub Rusinowski · Last updated

The flagship dedicated coder: 480B total with 35B active parameters per token and 256K native context (extendable to ~1M). Holds state-of-the-art among open models on SWE-bench Verified and agentic coding at release, with Qwen positioning it comparable to Claude Sonnet 4. Datacenter / multi-GPU only — reach for the 80B-A3B when you need single-GPU deployment.

Qwen3-Coder 480B-A35B (MoE) needs about 291 GB of VRAM at Q4_K_M — quantized weights plus framework overhead, before any KV cache. On Apple Silicon that figure comes out of unified memory.

Logic92
Creative76
Coding97

VRAM and speed by quantization

Quoted against NVIDIA RTX 4090 (24 GB). Includes the KV cache at 8K context, so it reads higher than the headline figure.

QuantVRAMSpeed (est.)Fit
Q2_K
2.63 bpw
159.6 GB—Too big
Q3_K_M
3.41 bpw
206.4 GB—Too big
Q4_K_M
4.83 bpw
291.6 GB—Too big
Q5_K_M
5.67 bpw
342 GB—Too big
Q6_K
6.56 bpw
395.4 GB—Too big
Q8_0
8.50 bpw
511.8 GB—Too big
F16
16.00 bpw
961.8 GB—Too big

Black marker = usable memory on the NVIDIA RTX 4090 (24 GB). Estimates from the memory-bandwidth roofline on the methodology page. Qwen3-Coder 480B-A35B (MoE) VRAM calculator →

Get Qwen3-Coder 480B-A35B (MoE) running

The cheapest catalogued GPU that runs Qwen3-Coder 480B-A35B (MoE) is the Apple M3 Ultra (512 GB).

Buy this hardware Apple Mac Studio M3 Ultra — 512 GB VRAM · 60 W board powerDeploy in the cloud now RunPod

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Apple Mac Studio M3 Ultra
512 GB VRAM · 60 W board power
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How to run Qwen3-Coder 480B-A35B (MoE)

Install Ollama, then run:

ollama run qwen3-coder:480b-a35b

Specifications

Verified — Checked against the primary source — the model card or the vendor spec page — and corroborated by a second independent source.

Parameters
480 Billion (35B active)
Context window
256,000
Architecture
Mixture-of-Experts
Provider
Alibaba Cloud
Licence
Apache 2.0
Practical deployment
Workstation (large unified memory or pro GPU)
Specified at
Q4_K_M
System RAM
512 GB
Record updated
2026-07-08
LicenceApache-2.0Commercial use permitted

Commercial use permitted. No usage restrictions beyond attribution.

Quality and use cases

Scores as published by the model’s authors or an independent evaluator — quality, not throughput, and not measured by us.

Best forcodingagentsswe benchrepo tasks
BenchmarkScoreProvenance
SWE-bench Verified69.6 %reported · Qwen (open-model SoTA at release)

Can I run Qwen3-Coder 480B-A35B (MoE) on my GPU?

Other Qwen3-Coder sizes

Qwen3-Coder 480B-A35B (MoE) — frequently asked questions

How much VRAM does Qwen3-Coder 480B-A35B (MoE) need?

About 291 GB at Q4_K_M — quantized weights plus framework overhead, before any KV cache. The cache grows with context length and is added on top; the table above folds it in. Apple Silicon counts unified memory toward the same figure.

Does Qwen3-Coder 480B-A35B (MoE) run on an RTX 4090 (24 GB)?

No. Qwen3-Coder 480B-A35B (MoE) needs about 291 GB at Q4_K_M, more than a single RTX 4090's 24 GB. It needs a larger card, several GPUs, or Apple Silicon with enough unified memory — or it runs with part of the weights offloaded to system RAM, which is much slower.

How do I run Qwen3-Coder 480B-A35B (MoE) locally?

Install Ollama and run `ollama run qwen3-coder:480b-a35b`. That pulls the weights and starts a local OpenAI-compatible endpoint; after the download nothing leaves the machine.

What other sizes does Qwen3-Coder come in?

Qwen3-Coder 8B (6 GB), Qwen3-Coder 30B-A3B (MoE) (19 GB), Qwen3-Coder-Next (80B-A3B MoE) (49 GB), Qwen3-Coder 480B-A35B (MoE) (291 GB). Every size shares the family's training and licence; the larger ones score higher and need proportionally more memory.