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Qwen3-Coder 30B-A3B

11 consumer GPUs can run Qwen3-Coder 30B-A3B at Q4 natively. Precise VRAM thresholds and benchmarks below.

11 Compatible GPUs
18 with offloading
30B params
262K context
Javier Morales
Javier Morales AI Hardware Specialist — 8 years experience
GitHub: github.com/javier-morales-ia

llama.cpp 0.2.x · CUDA 12 · ROCm 6 · Updated monthly · methodology →

Execution Context

ARCHITECTURE TRANSFORMER
CONTEXT 262K TOKENS
QUANTIZATION 4-BIT GGUF
PROVIDER Alibaba
LICENSE Apache 2.0
VRAM REQUIREMENT
16.5 GB
4GB 8GB 12GB 16GB 24GB+
Hardware Decision

This model requires a High-end GPU (24 GB VRAM)

Minimum

M3 Pro

Runs at Q4 — functional, some wait

18 GB VRAM
View compatible setup
Balanced

M4 Max 48GB

Best value for daily use

48 GB VRAM
View compatible setup
Optimal

RTX 5090

Full quality, fastest inference

32 GB VRAM
View compatible setup

*Prices and availability may change. Some links are affiliate links.

System Requirements

GPU VRAM 16.5 GB High-end GPU
System RAM 25 GB 32 GB recommended
Storage 15 GB Q4 · SSD recommended
CPU Any modern CPU GPU required

VRAM by Quantization

Quantization VRAM needed Disk space Quality
FP16 (max quality) 66 GB 60 GB Maximum
Q8 (high quality) 33 GB 30 GB Near-lossless
Q4 (recommended) Best balance 16.5 GB 15 GB Recommended
Q2 (minimum) 8.3 GB 7.5 GB Quality loss

Model Details

Developer Alibaba
Parameters 30B
Context window 262,144 tokens
License Apache 2.0
Use cases coding, reasoning, chat, analysis
Released 2025-07

Install with Ollama

ollama run qwen3-coder:30b

Hugging Face

Qwen/Qwen3-Coder-30B-A3B-Instruct
View on HF →
Technical Requirements

Can your GPU run Qwen3-Coder 30B-A3B?

Qwen3-Coder 30B-A3B requires 16.5 GB VRAM at Q4. 11 consumer GPUs meet this threshold. Below 8 GB or 14.5 GB you'll hit significant offload latency.

8.3GB Critical min
16.5GB Optimal Q4
33GB High Quality Q8
66GB Max FP16

Hardware Performance Matrix

11 Q4 native · 18 offload · 11 unsupported

GPU Unit VRAM Compatibility Est. Speed Action
RTX 5090 32GB Optimal 42 tok/s Calculate →
RTX 4090 24GB Optimal 24 tok/s Calculate →
M4 Ultra 128GB Optimal 25 tok/s Calculate →
M3 Ultra 192GB Optimal 19 tok/s Calculate →
RTX 3090 24GB Optimal 22 tok/s Calculate →
M4 Max 48GB 48GB Optimal 13 tok/s Calculate →
RX 7900 XTX 24GB Optimal 22 tok/s Calculate →
M4 Max 36GB 36GB Optimal 13 tok/s Calculate →
RX 7900 XT 20GB Optimal 19 tok/s Calculate →
M4 Pro 24GB Optimal 6 tok/s Calculate →
M3 Pro 18GB Optimal Calculate →
RTX 5080 16GB Offload Calculate →
RTX 4080 Super 16GB Offload Calculate →
RTX 5070 Ti 16GB Offload Calculate →
RTX 4070 Ti Super 16GB Offload Calculate →
RTX 3080 Ti 12GB Offload Calculate →
RTX 5070 12GB Offload Calculate →
RTX 3080 10GB Offload Calculate →
RX 7800 XT 16GB Offload Calculate →
RX 6800 XT 16GB Offload Calculate →
RTX 4070 12GB Offload Calculate →
RTX 4060 Ti 16GB 16GB Offload Calculate →
RX 7700 XT 12GB Offload Calculate →
RX 6700 XT 12GB Offload Calculate →
RTX 2080 Ti 11GB Offload Calculate →
RTX 3060 12GB Offload Calculate →
M2 Pro 16GB Offload Calculate →
Arc A770 16GB 16GB Offload Calculate →
M1 Pro 16GB Offload Calculate →
RTX 3070 Ti 8GB N/A Calculate →
RTX 4060 Ti 8GB N/A Calculate →
RTX 3070 8GB N/A Calculate →
RTX 3060 Ti 8GB N/A Calculate →
RTX 4060 8GB N/A Calculate →
RX 7600 8GB N/A Calculate →
RX 6600 XT 8GB N/A Calculate →
Arc A750 8GB 8GB N/A Calculate →
RX 6600 8GB N/A Calculate →
RTX 3050 8GB 8GB N/A Calculate →
GTX 1660 Super 6GB N/A Calculate →

Recommended GPUs for Qwen3-Coder 30B-A3B

Benchmarks Reales
Sin Reviews Pagadas
Seleccion Editorial
Basado en Datos

Best picks by compatibility, VRAM headroom, and value — prices and availability may change.

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Qwen3-Coder 30B-A3B — Compatibility guide

Qwen3-Coder 30B-A3B needs intermediate hardware or Q4 quantization to run on consumer GPUs. With 18 GB VRAM you get the best quality. Use the VRAM calculator to see which quantization your GPU supports.

Compare GPUs for Qwen3-Coder 30B-A3B

Which GPU is worth it? Real specs and benchmarks side by side.

Compatible Hardware

GPUs that run Qwen3-Coder 30B-A3B at Q4 — sorted by AI performance score.

Benchmarks Reales
Sin Reviews Pagadas
Basado en Datos
RTX 5090
RTX 5090

NVIDIA · 32 GB VRAM

Q4 OK
42 tok/s > $1000
RTX 4090
RTX 4090

NVIDIA · 24 GB VRAM

Q4 OK
24 tok/s > $1000
M4 Ultra

Apple · 128 GB VRAM

Q4 OK
25 tok/s > $1000
M3 Ultra

Apple · 192 GB VRAM

Q4 OK
19 tok/s > $1000
RTX 3090
RTX 3090

NVIDIA · 24 GB VRAM

Q4 OK
22 tok/s $600–1000
M4 Max 48GB

Apple · 48 GB VRAM

Q4 OK
13 tok/s > $1000

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More Practical Alternatives

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Not sure which GPU you need for Qwen3-Coder 30B-A3B?

The VRAM Calculator tells you exactly which quantization your hardware can handle.