Will It Run AI

Can Qwen 3 8B run on RTX A4500 20GB?

YES — Runs Great

S93Excellent
Estimated from fit model

Qwen 3 8B needs ~10.3 GB VRAM. RTX A4500 20GB has 20.0 GB. With Q4_K_M quantization, expect ~102 tok/s.

Runtime: OllamaCapacity: RoomyBandwidth: MediumStack: BasicBottleneck: Balanced
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Operating mode

Choose the run profile you care about

Interactive favors responsiveness, while light API and scale-out lean harder on serving readiness. The fit stays the same, but the recommendation lens changes.

Current mode

Balanced

Balanced for general local use. Keeps the ranking neutral across personal and serving workflows.

Capabilities:

Select quantization to explore

Q4_K_M (Medium quality) 10.3 GB, 110.0 tok/s, Runs well
10.3 GB required20.0 GB available
52% VRAM used

Fit status

Runs well

Decode

110.0 tok/s

TTFT

1761 ms

Safe context

87K

Memory

10.3 GB / 20.0 GB

Memory breakdown

Weights4.9 GB
KV Cache2.2 GB
Runtime1.2 GB
Headroom2.0 GB

See how fast it feels

See how fast it feelsQwen 3 8B on RTX A4500 20GB
1st promptCold start — includes initialization
>Solve: If a train travels at 60 mph for 2.5 hours, how far does it go?
Let me work through this step by step. Given information: - Speed = 60 mph (miles per hour) - Time = 2.5 hours Formula: Distance = Speed x Time Calculation: Distance = 60 mph x 2.5 h = 150 miles The train travels 150 miles. Double-check: at 60 mph the train covers 60 miles each hour. In half an hour it covers 30 miles. So in 2.5 hours: 60 + 60 + 30 = 150 miles. Confirmed.
2nd promptWarm — model ready, no init overhead
>What if the train stops for 20 minutes halfway?
The stop doesn't change the total distance covered while moving, but it affects total trip time. Breakdown: - First half: 1.25 hours at 60 mph = 75 miles - Stop: 20 minutes (no distance) - Second half: 1.25 hours at 60 mph = 75 miles Total distance: 150 miles (same) Total time: 2.5 h + 0.33 h = 2.83 hours Average speed: 150 / 2.83 = 53 mph The distance stays the same but average speed drops to 53 mph because of the stop.
Estimated: 110.0 tok/s decode · 1.8s TTFT (warm) · 275 tok/s prefill

What limits this setup

This setup is broadly balanced for this model.

No major red flags

This recommendation has enough memory headroom and acceptable estimated speed for the selected workload.

Best improvement path

Performance by workload

WorkloadGradeFitDecodeTTFTContext
ChatSRuns well102.3 tok/s1032 ms87K
CodingSRuns well102.3 tok/s1893 ms87K
Agentic CodingSRuns well102.3 tok/s2753 ms87K
ReasoningSRuns well102.3 tok/s2237 ms87K
RAGSRuns well102.3 tok/s3441 ms87K

Quantization options

How Qwen 3 8B (8B params) fits at each quantization level on RTX A4500 20GB (20.0 GB usable).

QuantBitsVRAMQualityFit
Q2_K
2
3.1 GB
LowS85
Q3_K_S
3
3.9 GB
LowS86
NVFP4
4
4.5 GB
MediumS86
Q4_K_M
4
4.9 GB
MediumS87
Q5_K_M
5
5.8 GB
HighS87
Q6_K
6
6.6 GB
HighS88
Q8_0Best for your GPU
8
8.6 GB
Very HighS90
F16
16
16.4 GB
MaximumF0

Get started

Copy-paste commands to run Qwen 3 8B on your machine.

Run

ollama run qwen3:8b

Your hardware

More models your RTX A4500 20GB can run

ModelParamsGradeDecodeCapabilities
AlibabaQwen3-Coder 30B A3B Instruct30.5BA41.2 tok/s
AlibabaQwen 3.5 27B27BA18.6 tok/s
AlibabaQwen 3.6 27B27BS23 tok/s
AlibabaQwen3-VL 30B A3B Instruct30BA43.8 tok/s
AlibabaQwen 3.5 9B9BS97.7 tok/s

Frequently asked questions

Can RTX A4500 20GB run Qwen 3 8B?

Yes, RTX A4500 20GB can run Qwen 3 8B with a S grade (Runs well). Expected decode speed: 102.3 tok/s.

How much VRAM does Qwen 3 8B need?

Qwen 3 8B (8B parameters) requires approximately 10.3 GB of memory with Q4_K_M quantization.

What is the best quantization for Qwen 3 8B?

The recommended quantization for Qwen 3 8B is Q4_K_M, which balances quality and memory efficiency.

What speed will Qwen 3 8B run at on RTX A4500 20GB?

On RTX A4500 20GB, Qwen 3 8B achieves approximately 102.3 tokens per second decode speed with a time-to-first-token of 1893ms using Q4_K_M quantization.

Can RTX A4500 20GB run Qwen 3 8B for coding?

For coding workloads, Qwen 3 8B on RTX A4500 20GB receives a S grade with 102.3 tok/s and 87K context.

What context window can Qwen 3 8B use on RTX A4500 20GB?

On RTX A4500 20GB, Qwen 3 8B can safely use up to 87K tokens of context. The model's official context limit is 131K, but available memory constrains the safe maximum.

See all results for RTX A4500 20GBSee all hardware for Qwen 3 8B
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