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URL: https://willitrunai.com/can-run/magistral-small-2507-on-quadro-rtx-8000-48gb

⇱ Magistral Small 2507 on Quadro RTX 8000 48GB? YES

Can Magistral Small 2507 run on Quadro RTX 8000 48GB?

YES — Runs Great

S90Excellent
○Estimated from fit model

Magistral Small 2507 needs ~23.1 GB VRAM. Quadro RTX 8000 48GB has 48.0 GB. With Q4_K_M quantization, expect ~34 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) — 23.1 GB, 34.0 tok/s, Runs well
23.1 GB required48.0 GB available
48% VRAM used

Fit status

Runs well

Decode

34.0 tok/s

TTFT

5686 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 feelsMagistral Small 2507 on Quadro RTX 8000 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: 34.0 tok/s decode · 5.7s TTFT (warm) · 85 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
ChatSRuns well34.0 tok/s3102 ms131K
CodingSRuns well34.0 tok/s5686 ms131K
Agentic CodingSRuns well34.0 tok/s8271 ms131K
ReasoningSRuns well34.0 tok/s6720 ms131K
RAGSRuns well34.0 tok/s10338 ms131K

Quantization options

How Magistral Small 2507 (24B params) fits at each quantization level on Quadro RTX 8000 48GB (48.0 GB usable).

QuantBitsVRAMQualityFit
Q2_K
2
9.4 GB
LowA84
Q3_K_S
3
11.8 GB
LowA85
NVFP4
4
13.4 GB
MediumS85
Q4_K_M
4
14.6 GB
MediumS86
Q5_K_M
5
17.3 GB
HighS87
Q6_K
6
19.7 GB
HighS87
Q8_0Best for your GPU
8
25.7 GB
Very HighS90
F16
16
49.2 GB
MaximumF0

Get started

Copy-paste commands to run Magistral Small 2507 on your machine.

Run

ollama run magistral

Your hardware

More models your Quadro RTX 8000 48GB can run

ModelParamsGradeDecodeCapabilities
👁 Alibaba
Qwen3-Coder 30B A3B Instruct		30.5BS70.1 tok/s
👁 Alibaba
Qwen 3.5 27B		27BS30.4 tok/s
👁 Alibaba
Qwen 3.6 27B		27BS30.5 tok/s
👁 Alibaba
Qwen 3.6 35B A3B		35BS58.9 tok/s
👁 Alibaba
Qwen3-VL 30B A3B Instruct		30BS72.5 tok/s

Frequently asked questions

See all results for Quadro RTX 8000 48GBSee all hardware for Magistral Small 2507