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Can the AMD Radeon AI PRO R9700 run Llama 3.2 3B?

Radeon AI PRO R9700 × Llama 3.2 3B8K context
YesRuns fully on the GPU
Memory at FP168 GB of 32 GB
Weights 6.4 GBKV cache 0.9 GBRuntime 0.6 GB
QuantFP16Full quality
Speed~60tokens per second
Max context128Kthe model's full window
  1. FP16
  2. Q8_0
  3. Q6_K
  4. Q5_K_M
  5. Q4_K_M
  6. Q3_K_M
  7. Q2_K

Yes. The AMD Radeon AI PRO R9700 can run Llama 3.2 3B fully in VRAM at FP16 (full quality), using about 8 GB of the 32 GB available, at roughly 60 tokens/second.

Try other context lengths

Run it with Ollama

With Ollama installed, one command downloads and starts Llama 3.2 3B:

ollama run llama3.2:3b

Ollama's default download is Q4_K_M (about 3.5 GB here). You have room for FP16, which is full quality: pick that GGUF in LM Studio or from Hugging Face.

New to this? Step-by-step setup for the Radeon AI PRO R9700

Run it in the cloud

No AMD Radeon AI PRO R9700? Run Llama 3.2 3B in the cloud.

Rent a cloud GPU by the hour. No upfront cost, stop any time.

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Memory needed by quantization

At 8,192 tokens of context. The black line marks the 32 GB the AMD Radeon AI PRO R9700 can use.

QuantQualityMemoryFits?Speed
FP16Full quality8 GBFits~60 tok/s
Q8_0Near-lossless5 GBFits~113 tok/s
Q6_KExcellent4.2 GBFits~146 tok/s
Q5_K_MVery good3.8 GBFits~168 tok/s
Q4_K_MGood, most popular3.5 GBFits~197 tok/s
Q3_K_MNoticeably degraded3.1 GBFits~245 tok/s
Q2_KHeavily degraded2.7 GBFits~319 tok/s

Measured speed from real Radeon AI PRO R9700 owners

Tokens per second that people measured on their own AMD Radeon AI PRO R9700, next to our estimate.

No one has measured Llama 3.2 3B on the AMD Radeon AI PRO R9700 yet. The speeds above are estimates. Run the benchmark and yours becomes the first real number on this page.

Have a Radeon AI PRO R9700? Add your real speed

One command times Llama 3.2 3B 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 -- llama3.2:3b

Windows (PowerShell)

$env:GPUFIT_MODEL="llama3.2:3b"; irm https://gpufit.dev/bench.ps1 | iex

How the benchmark works

GPUs that run Llama 3.2 3B comfortably

Models that run well on the AMD Radeon AI PRO R9700

Frequently asked questions

Can AMD Radeon AI PRO R9700 run Llama 3.2 3B?

Yes. The AMD Radeon AI PRO R9700 can run Llama 3.2 3B fully in VRAM at FP16 (full quality), using about 8 GB of the 32 GB available, at roughly 60 tokens/second.

How much VRAM does Llama 3.2 3B need?

About 3.5 GB at Q4_K_M with 8,192 tokens of context, and about 8 GB at full FP16 precision.

How fast is Llama 3.2 3B on the AMD Radeon AI PRO R9700?

Roughly 60 tokens per second at FP16, estimated from the AMD Radeon AI PRO R9700's 640 GB/s memory bandwidth.