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Can the AMD Radeon RX 7900 XTX run Llama 3.2 3B?

Radeon RX 7900 XTX × Llama 3.2 3B8K context
YesRuns fully on the GPU
Memory at FP168 GB of 24 GB
Weights 6.4 GBKV cache 0.9 GBRuntime 0.6 GB
QuantFP16Full quality
Memory8 GBof 24 GB usable
Speed~90tokens per second
  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 RX 7900 XTX can run Llama 3.2 3B fully in VRAM at FP16 (full quality), using about 8 GB of the 24 GB available, at roughly 90 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 RX 7900 XTX

Run it in the cloud

No AMD Radeon RX 7900 XTX? Run Llama 3.2 3B in the cloud.

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

Rent a GPU on RunPodRent a GPU on Vast.ai

Memory needed by quantization

At 8,192 tokens of context. The black line marks the 24 GB the AMD Radeon RX 7900 XTX can use.

QuantQualityMemoryFits?Speed
FP16Full quality8 GBFits~90 tok/s
Q8_0Near-lossless5 GBFits~169 tok/s
Q6_KExcellent4.2 GBFits~219 tok/s
Q5_K_MVery good3.8 GBFits~252 tok/s
Q4_K_MGood, most popular3.5 GBFits~296 tok/s
Q3_K_MNoticeably degraded3.1 GBFits~367 tok/s
Q2_KHeavily degraded2.7 GBFits~479 tok/s

GPUs that run Llama 3.2 3B comfortably

Models that run well on the AMD Radeon RX 7900 XTX

Frequently asked questions

Can AMD Radeon RX 7900 XTX run Llama 3.2 3B?

Yes. The AMD Radeon RX 7900 XTX can run Llama 3.2 3B fully in VRAM at FP16 (full quality), using about 8 GB of the 24 GB available, at roughly 90 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 RX 7900 XTX?

Roughly 90 tokens per second at FP16, estimated from the AMD Radeon RX 7900 XTX's 960 GB/s memory bandwidth.