AMD Radeon Pro W7800 — 32GB

Specifications

BrandAMD
ModelRadeon Pro W7800
VRAM32GB
ArchitectureRDNA3
CUDA / Stream Processors4,480
Memory Bandwidth576 GB/s
TDP260W
FP32 TFLOPS45

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For AI / LLM Use

Solid choice for 30B models and comfortable 14B inference.

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: ~43 tokens/sec

Prefill: ~804 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 VRAM — handles large models
  • RDNA3 architecture — good software support
  • Consumer card — easy to install, display output

Cons

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