AMD Radeon Pro W6800 - 32GB usable

Specifications

BrandAMD
ModelRadeon Pro W6800
Usable VRAM32GB
ArchitectureRDNA2
CUDA / Stream Processors3,840
Memory Bandwidth512 GB/s
TDP250W
FP32 TFLOPS17.8

Current Offers

No fresh used offer today · recently £670 on eBay

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Price History

Aug 28£670

For AI / LLM Use

Solid choice for 30B models and comfortable 14B inference. Verify ROCm support for the exact framework and operating system you plan to use.

What Models Can It Run?

  • 30B Q6_K, 70B Q2_K
  • 30B Q4_K_M, 14B full precision, 70B Q2 (tight)
  • 14B Q6_K, 30B Q3_K (tight)
  • 14B Q4_K_M, 7B full precision
  • 7B Q6_K, 14B Q3_K (tight)
  • 7B Q4_K_M only

Estimated Performance

Generation: ~38 tokens/sec

Prefill: ~318 tokens/sec

Recommended Quantisations

  • Q4_K_M recommended for 30B models
  • Q6_K or Q8 for 14B and below
  • Full precision for 7B

Pros & Cons

Pros

  • 32GB usable VRAM: handles large models
  • RDNA2 architecture: supported by current ROCm stacks
  • Workstation card with display outputs and active cooling

Cons

  • Moderate memory bandwidth: not the fastest for inference
  • ROCm and CUDA-first framework compatibility should be checked before purchase

Community Verdict

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