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URL: https://willitrunai.com/can-run/phi-4-14b-on-rtx-pro-4500-blackwell-32gb


Can Phi-4 14B run on RTX PRO 4500 Blackwell 32GB?

YES — Runs Great

A84Great
Estimated from fit model

Phi-4 14B needs ~16.0 GB VRAM. RTX PRO 4500 Blackwell 32GB has 32.0 GB. With Q4_K_M quantization, expect ~88 tok/s.

Runtime: OllamaCapacity: RoomyBandwidth: HighStack: BasicBottleneck: Balanced
Share:

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) — 16.0 GB, 94.7 tok/s, Runs well
16.0 GB required32.0 GB available
50% VRAM used

Fit status

Runs well

Decode

94.7 tok/s

TTFT

2043 ms

Safe context

16K

Memory

16.0 GB / 32.0 GB

Memory breakdown

Weights8.5 GB
KV Cache3.1 GB
Runtime1.2 GB
Headroom3.2 GB

See how fast it feels

See how fast it feelsPhi-4 14B on RTX PRO 4500 Blackwell 32GB
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: 94.7 tok/s decode · 2.0s TTFT (warm) · 237 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
ChatARuns well94.7 tok/s1115 ms16K
CodingARuns well88.1 tok/s2197 ms16K
Agentic CodingSRuns well94.7 tok/s2972 ms16K
ReasoningARuns well94.7 tok/s2415 ms16K
RAGSRuns well94.7 tok/s3715 ms16K

Quantization options

How Phi-4 14B (14B params) fits at each quantization level on RTX PRO 4500 Blackwell 32GB (32.0 GB usable).

QuantBitsVRAMQualityFit
Q2_K
2
5.5 GB
LowA76
Q3_K_S
3
6.9 GB
LowA76
NVFP4
4

Get started

Copy-paste commands to run Phi-4 14B on your machine.

Run

ollama run phi4

Your hardware

More models your RTX PRO 4500 Blackwell 32GB can run

ModelParamsGradeDecodeCapabilities
👁 Alibaba
Qwen3-Coder 30B A3B Instruct
30.5BS113.8 tok/s
👁 Alibaba
Qwen 3.5 27B
27BS49.4 tok/s

Frequently asked questions

See all results for RTX PRO 4500 Blackwell 32GBSee all hardware for Phi-4 14B
7.8 GB
Medium
A76
Q4_K_M
4
8.5 GB
MediumA77
Q5_K_M
5
10.1 GB
HighA77
Q6_K
6
11.5 GB
HighA78
Q8_0Best for your GPU
8
15.0 GB
Very HighA80
F16
16
28.7 GB
MaximumF0
👁 Alibaba
Qwen 3.6 27B
27BS49.5 tok/s
👁 Alibaba
Qwen 3.6 35B A3B
35BS95.6 tok/s
👁 Alibaba
Qwen3-VL 30B A3B Instruct
30BS117.7 tok/s