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⇱ Mistral Small 3.2 24B on RTX PRO 5000 Blackwell 48GB? YES


Can Mistral Small 3.2 24B run on RTX PRO 5000 Blackwell 48GB?

YES — Runs Great

S86Excellent
Estimated from fit model

Mistral Small 3.2 24B needs ~23.1 GB VRAM. RTX PRO 5000 Blackwell 48GB has 48.0 GB. With Q4_K_M quantization, expect ~83 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) — 23.1 GB, 82.9 tok/s, Runs well
23.1 GB required48.0 GB available
48% VRAM used

Fit status

Runs well

Decode

82.9 tok/s

TTFT

2335 ms

Safe context

131K

Memory

23.1 GB / 48.0 GB

Memory breakdown

Weights14.6 GB
KV Cache2.4 GB
Runtime1.2 GB
Headroom4.8 GB

See how fast it feels

See how fast it feelsMistral Small 3.2 24B on RTX PRO 5000 Blackwell 48GB
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: 82.9 tok/s decode · 2.3s TTFT (warm) · 207 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 well82.9 tok/s1274 ms131K
CodingSRuns well82.9 tok/s2335 ms131K
Agentic CodingSRuns well82.9 tok/s3397 ms131K
ReasoningSRuns well82.9 tok/s2760 ms131K
RAGSRuns well82.9 tok/s4246 ms131K

Quantization options

How Mistral Small 3.2 24B (24B params) fits at each quantization level on RTX PRO 5000 Blackwell 48GB (48.0 GB usable).

QuantBitsVRAMQualityFit
Q2_K
2
9.4 GB
LowA77
Q3_K_S
3
11.8 GB
LowA77
NVFP4
4
13.4 GB
MediumA78
Q4_K_M
4
14.6 GB
MediumA78
Q5_K_M
5
17.3 GB
HighA79
Q6_K
6
19.7 GB
HighA80
Q8_0Best for your GPU
8
25.7 GB
Very HighA82
F16
16
49.2 GB
MaximumF0

Get started

Copy-paste commands to run Mistral Small 3.2 24B on your machine.

Run

ollama run mistral-small3.2

Your hardware

More models your RTX PRO 5000 Blackwell 48GB can run

ModelParamsGradeDecodeCapabilities
👁 Alibaba
Qwen3-Coder 30B A3B Instruct
30.5BS170.7 tok/s
👁 Alibaba
Qwen 3.5 27B
27BS74 tok/s
👁 Alibaba
Qwen 3.6 27B
27BS74.3 tok/s
👁 Alibaba
Qwen 3.6 35B A3B
35BS143.5 tok/s
👁 Alibaba
Qwen3-VL 30B A3B Instruct
30BS176.6 tok/s

Frequently asked questions

See all results for RTX PRO 5000 Blackwell 48GBSee all hardware for Mistral Small 3.2 24B