Can Phi 3 Medium 14B run on RTX A4500 20GB?

YES — Runs Great

B67Good

Estimated from fit model

Phi 3 Medium 14B needs ~14.8 GB VRAM. RTX A4500 20GB has 20.0 GB. With Q4_K_M quantization, expect ~63 tok/s.

Runtime: OllamaCapacity: RoomyBandwidth: MediumStack: BasicBottleneck: Balanced

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) — 14.8 GB, 62.8 tok/s, Runs well

14.8 GB required20.0 GB available

74% VRAM used

Fit status

Runs well

Decode

62.8 tok/s

TTFT

3081 ms

Safe context

43K

Memory

14.8 GB / 20.0 GB

Memory breakdown

Weights8.5 GB

KV Cache3.1 GB

Runtime1.2 GB

Headroom2.0 GB

See how fast it feels

See how fast it feelsPhi 3 Medium 14B 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: 62.8 tok/s decode · 3.1s TTFT (warm) · 157 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

Workload	Grade	Fit	Decode	TTFT	Context
Chat	B	Runs well	62.8 tok/s	1681 ms	43K
Coding	B	Runs well	62.8 tok/s	3081 ms	43K
Agentic Coding	B	Tight fit	62.8 tok/s	4481 ms	43K
Reasoning	B	Runs well	62.8 tok/s	3641 ms	43K
RAG	B	Tight fit	62.8 tok/s	5602 ms	43K

Quantization options

How Phi 3 Medium 14B (14B params) fits at each quantization level on RTX A4500 20GB (20.0 GB usable).

Quant	Bits	VRAM	Quality	Fit
Q2_K	2	5.5 GB	Low	B58
Q3_K_S	3	6.9 GB	Low	B59
NVFP4	4	7.8 GB	Medium	B60
Q4_K_M	4	8.5 GB	Medium	B61
Q5_K_M	5	10.1 GB	High	B62
Q6_K	6	11.5 GB	High	B62
Q8_0Best for your GPU	8	15.0 GB	Very High	B61
F16	16	28.7 GB	Maximum	F0

Get started

Copy-paste commands to run Phi 3 Medium 14B on your machine.

Run

ollama run phi3:medium

Frequently asked questions

Can RTX A4500 20GB run Phi 3 Medium 14B?

Yes, RTX A4500 20GB can run Phi 3 Medium 14B with a B grade (Runs well). Expected decode speed: 62.8 tok/s.

How much VRAM does Phi 3 Medium 14B need?

Phi 3 Medium 14B (14B parameters) requires approximately 14.8 GB of memory with Q4_K_M quantization.

What is the best quantization for Phi 3 Medium 14B?

The recommended quantization for Phi 3 Medium 14B is Q4_K_M, which balances quality and memory efficiency.

What speed will Phi 3 Medium 14B run at on RTX A4500 20GB?

On RTX A4500 20GB, Phi 3 Medium 14B achieves approximately 62.8 tokens per second decode speed with a time-to-first-token of 3081ms using Q4_K_M quantization.

Can RTX A4500 20GB run Phi 3 Medium 14B for coding?

For coding workloads, Phi 3 Medium 14B on RTX A4500 20GB receives a B grade with 62.8 tok/s and 43K context.

What context window can Phi 3 Medium 14B use on RTX A4500 20GB?

On RTX A4500 20GB, Phi 3 Medium 14B can safely use up to 43K tokens of context. The model's official context limit is 128K, but available memory constrains the safe maximum.

See all results for RTX A4500 20GB See all hardware for Phi 3 Medium 14B

Embed this result▼

Paste this snippet into any page to show a live fit card.

<iframe src="https://willitrunai.com/embed/phi-3-medium-14b-on-rtx-a4500-20gb" width="400" height="180" frameborder="0" style="border:none;border-radius:12px;overflow:hidden;" title="Will It Run AI — fit result"></iframe>

Preview: