Can the AMD Radeon RX 9070 XT run Gemma 3 27B?

Radeon RX 9070 XT × Gemma 3 27B8K context
Yes, with heavy quantizationFits only at a low-quality quant
Memory at Q3_K_M15.1 GB of 16 GB
Weights 13.4 GBKV cache 1.1 GBRuntime 0.6 GB
QuantQ3_K_MNoticeably degraded
Speed~29tokens per second
Max context17Ktokens that fit at Q3_K_M
  1. FP16
  2. Q8_0
  3. Q6_K
  4. Q5_K_M
  5. Q4_K_M
  6. Q3_K_M
  7. Q2_K

Only just. Gemma 3 27B fits on the AMD Radeon RX 9070 XT at Q3_K_M, which costs noticeable quality. Expect about 29 tokens/second. A card with more memory is a better experience.

Run it with Ollama

Ollama's default gemma3:27b download is Q4_K_M, which needs about 18.3 GB, more than the 16 GB available. Download the Q3_K_M GGUF instead (LM Studio lists quants per model), or try a smaller context length.

New to this? Step-by-step setup for the Radeon RX 9070 XT

Run it in the cloud

Want full quality? Run Gemma 3 27B on a bigger rented GPU.

Rent a cloud GPU by the hour. No upfront cost, stop any time. Not sure whether to rent or buy? Compare the cost.

Memory needed by quantization

At 8,192 tokens of context. The black line marks the 16 GB the AMD Radeon RX 9070 XT can use.

QuantQualityMemoryFits?Speed
FP16Full quality56.5 GBToo big—
Q8_0Near-lossless30.8 GBToo big—
Q6_KExcellent24.2 GBToo big—
Q5_K_MVery good21.2 GBToo big—
Q4_K_MGood, most popular18.3 GBToo big—
Q3_K_MNoticeably degraded15.1 GBFits~29 tok/s
Q2_KHeavily degraded12 GBFits~37 tok/s

Measured speed from real Radeon RX 9070 XT owners

Tokens per second that people measured on their own AMD Radeon RX 9070 XT, next to our estimate.

No one has measured Gemma 3 27B on the AMD Radeon RX 9070 XT yet. The speeds above are estimates. Run the benchmark and yours becomes the first real number on this page.

Have a Radeon RX 9070 XT? Add your real speed

One command times Gemma 3 27B in your own Ollama, shows you exactly what it would send, and asks before sending anything. No sign-up, no personal data.

macOS and Linux

curl -fsSL https://gpufit.dev/bench.sh | sh -s -- gemma3:27b

Windows (PowerShell)

$env:GPUFIT_MODEL="gemma3:27b"; irm https://gpufit.dev/bench.ps1 | iex

How the benchmark works

Frequently asked questions

Can AMD Radeon RX 9070 XT run Gemma 3 27B?

Only just. Gemma 3 27B fits on the AMD Radeon RX 9070 XT at Q3_K_M, which costs noticeable quality. Expect about 29 tokens/second. A card with more memory is a better experience.

How much VRAM does Gemma 3 27B need?

About 18.3 GB at Q4_K_M with 8,192 tokens of context, and about 56.5 GB at full FP16 precision.

How fast is Gemma 3 27B on the AMD Radeon RX 9070 XT?

Roughly 29 tokens per second at Q3_K_M, estimated from the AMD Radeon RX 9070 XT's 640 GB/s memory bandwidth.