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URL: https://willitrunai.com/can-run/phi-3-medium-14b-on-quadro-rtx-6000-24gb

⇱ Phi 3 Medium 14B on Quadro RTX 6000 24GB? YES


Can Phi 3 Medium 14B run on Quadro RTX 6000 24GB?

YES — Runs Great

B65Good
Estimated from fit model

Phi 3 Medium 14B needs ~15.2 GB VRAM. Quadro RTX 6000 24GB has 24.0 GB. With Q4_K_M quantization, expect ~58 tok/s.

Runtime: OllamaCapacity: RoomyBandwidth: MediumStack: 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) — 15.2 GB, 58.4 tok/s, Runs well
15.2 GB required24.0 GB available
63% VRAM used

Fit status

Runs well

Decode

58.4 tok/s

TTFT

3317 ms

Safe context

62K

Memory

15.2 GB / 24.0 GB

Memory breakdown

Weights8.5 GB
KV Cache3.1 GB
Runtime1.2 GB
Headroom2.4 GB

See how fast it feels

See how fast it feelsPhi 3 Medium 14B on Quadro RTX 6000 24GB
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: 58.4 tok/s decode · 3.3s TTFT (warm) · 146 tok/s prefill

What limits this setup

This setup is broadly balanced for this model.

Older PCIe generation

PCIe 3.0 is workable, but it compounds the penalty when you offload heavily or try to scale across multiple cards.

Best improvement path

Performance by workload

WorkloadGradeFitDecodeTTFTContext
ChatBRuns well58.4 tok/s1809 ms62K
CodingBRuns well58.4 tok/s3317 ms62K
Agentic CodingBRuns well58.4 tok/s4825 ms62K
ReasoningBRuns well58.4 tok/s3920 ms62K
RAGBRuns well58.4 tok/s6031 ms62K

Quantization options

How Phi 3 Medium 14B (14B params) fits at each quantization level on Quadro RTX 6000 24GB (24.0 GB usable).

QuantBitsVRAMQualityFit
Q2_K
2
5.5 GB
LowB57
Q3_K_S
3
6.9 GB
LowB58
NVFP4
4
7.8 GB
MediumB58
Q4_K_M
4
8.5 GB
MediumB59
Q5_K_M
5
10.1 GB
HighB60
Q6_K
6
11.5 GB
HighB61
Q8_0Best for your GPU
8
15.0 GB
Very HighB61
F16
16
28.7 GB
MaximumF0

Get started

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

Run

ollama run phi3:medium

Frequently asked questions

See all results for Quadro RTX 6000 24GBSee all hardware for Phi 3 Medium 14B