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URL: https://willitrunai.com/can-run/gemma-2-27b-on-instinct-mi210-64gb


Can Gemma 2 27B run on AMD Instinct MI210 64GB?

YES — Runs Great

A72Great
Estimated from fit model

Gemma 2 27B needs ~35.3 GB VRAM. AMD Instinct MI210 64GB has 64.0 GB. With Q4_K_M quantization, expect ~68 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) — 35.3 GB, 71.0 tok/s, Runs well
35.3 GB required64.0 GB available
55% VRAM used

Fit status

Runs well

Decode

71.0 tok/s

TTFT

2726 ms

Safe context

8K

Memory

35.3 GB / 64.0 GB

Memory breakdown

Weights16.5 GB
KV Cache11.2 GB
Runtime1.2 GB
Headroom6.4 GB

See how fast it feels

See how fast it feelsGemma 2 27B on AMD Instinct MI210 64GB
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: 71.0 tok/s decode · 2.7s TTFT (warm) · 178 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 well71.0 tok/s1487 ms8K
CodingARuns well67.6 tok/s2863 ms8K
Agentic CodingARuns well71.0 tok/s3966 ms8K
ReasoningARuns well71.0 tok/s3222 ms8K
RAGARuns well71.0 tok/s4957 ms8K

Quantization options

How Gemma 2 27B (27B params) fits at each quantization level on AMD Instinct MI210 64GB (64.0 GB usable).

QuantBitsVRAMQualityFit
Q2_K
2
10.5 GB
LowB61
Q3_K_S
3
13.2 GB
LowB62
NVFP4
4

Get started

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

Run

ollama run gemma2:27b

Your hardware

More models your AMD Instinct MI210 64GB can run

ModelParamsGradeDecodeCapabilities
👁 Alibaba
Qwen3-Coder 30B A3B Instruct
30.5BS168.4 tok/s
👁 Alibaba
Qwen 3.6 35B A3B
35BS141.5 tok/s

Frequently asked questions

See all results for AMD Instinct MI210 64GBSee all hardware for Gemma 2 27B
15.1 GB
Medium
B62
Q4_K_M
4
16.5 GB
MediumB62
Q5_K_M
5
19.4 GB
HighB63
Q6_K
6
22.1 GB
HighB64
Q8_0Best for your GPU
8
28.9 GB
Very HighB65
F16
16
55.4 GB
MaximumF0
👁 Alibaba
Qwen3-VL 30B A3B Instruct
30BS174.2 tok/s
👁 Alibaba
Qwen 3.5 35B A3B
35BS153.9 tok/s
👁 Alibaba
Qwen 3 32B
32BS62.1 tok/s