Will It Run AI

Can Gemma 2 27B run on RTX PRO 6000 Blackwell Server Edition 96GB?

YES — Runs Great

B70Good
Estimated from fit model

Gemma 2 27B needs ~38.5 GB VRAM. RTX PRO 6000 Blackwell Server Edition 96GB has 96.0 GB. With Q4_K_M quantization, expect ~86 tok/s.

Runtime: OllamaCapacity: RoomyBandwidth: HighStack: BasicBottleneck: Balanced
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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) 38.5 GB, 85.5 tok/s, Runs well
38.5 GB required96.0 GB available
40% VRAM used

Fit status

Runs well

Decode

85.5 tok/s

TTFT

2264 ms

Safe context

8K

Memory

38.5 GB / 96.0 GB

Memory breakdown

Weights16.5 GB
KV Cache11.2 GB
Runtime1.2 GB
Headroom9.6 GB

See how fast it feels

See how fast it feelsGemma 2 27B on RTX PRO 6000 Blackwell Server Edition 96GB
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: 85.5 tok/s decode · 2.3s TTFT (warm) · 214 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
ChatBRuns well85.5 tok/s1235 ms8K
CodingBRuns well85.5 tok/s2264 ms8K
Agentic CodingARuns well85.5 tok/s3293 ms8K
ReasoningBRuns well85.5 tok/s2675 ms8K
RAGARuns well85.5 tok/s4116 ms8K

Quantization options

How Gemma 2 27B (27B params) fits at each quantization level on RTX PRO 6000 Blackwell Server Edition 96GB (96.0 GB usable).

QuantBitsVRAMQualityFit
Q2_K
2
10.5 GB
LowB59
Q3_K_S
3
13.2 GB
LowB59
NVFP4
4
15.1 GB
MediumB60
Q4_K_M
4
16.5 GB
MediumB60
Q5_K_M
5
19.4 GB
HighB60
Q6_K
6
22.1 GB
HighB60
Q8_0
8
28.9 GB
Very HighB62
F16Best for your GPU
16
55.4 GB
MaximumB67

Get started

Copy-paste commands to run Gemma 2 27B on your machine.

Run

ollama run gemma2:27b

Frequently asked questions

Can RTX PRO 6000 Blackwell Server Edition 96GB run Gemma 2 27B?

Yes, RTX PRO 6000 Blackwell Server Edition 96GB can run Gemma 2 27B with a B grade (Runs well). Expected decode speed: 85.5 tok/s.

How much VRAM does Gemma 2 27B need?

Gemma 2 27B (27B parameters) requires approximately 38.5 GB of memory with Q4_K_M quantization.

What is the best quantization for Gemma 2 27B?

The recommended quantization for Gemma 2 27B is Q4_K_M, which balances quality and memory efficiency.

What speed will Gemma 2 27B run at on RTX PRO 6000 Blackwell Server Edition 96GB?

On RTX PRO 6000 Blackwell Server Edition 96GB, Gemma 2 27B achieves approximately 85.5 tokens per second decode speed with a time-to-first-token of 2264ms using Q4_K_M quantization.

Can RTX PRO 6000 Blackwell Server Edition 96GB run Gemma 2 27B for coding?

For coding workloads, Gemma 2 27B on RTX PRO 6000 Blackwell Server Edition 96GB receives a B grade with 85.5 tok/s and 8K context.

What context window can Gemma 2 27B use on RTX PRO 6000 Blackwell Server Edition 96GB?

On RTX PRO 6000 Blackwell Server Edition 96GB, Gemma 2 27B can safely use up to 8K tokens of context. The model's official context limit is 8K, but available memory constrains the safe maximum.

See all results for RTX PRO 6000 Blackwell Server Edition 96GBSee all hardware for Gemma 2 27B
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