AMD RX 6800 XT — 16GB

Specifications

BrandAMD
ModelRX 6800 XT
VRAM16GB
ArchitectureRDNA2
CUDA / Stream Processors4,608
Memory Bandwidth512 GB/s
TDP300W
FP32 TFLOPS20.7

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For AI / LLM Use

Good for 14B models. 30B requires aggressive quantisation.

What Models Can It Run?

  • 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: ~370 tokens/sec

Recommended Quantisations

  • Q4_K_M for 14B models
  • Q6_K for 7B-8B models
  • Q8 for 7B if VRAM allows

Pros & Cons

Pros

  • RDNA2 architecture — good software support
  • Consumer card — easy to install, display output

Cons

  • 300W TDP — high power draw

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