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AMD GPU

AMD Radeon PRO W7900

The AMD Radeon PRO W7900 has 48GB of VRAM and 864 GB/s of memory bandwidth. Its sweet spot tops out around Qwen3.6-35B-A3B — the largest model that loads cleanly at a quality quant with llama.cpp at 8K context.

AMD verdicts are beta: fit is physics and holds, but ROCm/Vulkan speed tiers aren't calibrated yet — treat tiers as provisional until real measurements land.
VRAM
48 GB
Memory bandwidth
864 GB/s
TDP
295 W
MSRP
$3,999
Backends
ROCm · Vulkan

Specs as of 2026-07-08 · source

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What an AMD Radeon PRO W7900 can run

Every model we track, graded at its best clean-fit quant. Click any verdict for the full breakdown.

ModelBest-quant verdict · llama.cpp · 8K context
Qwen3-8BFits · A+ · Q8_0interactivebeta
gemma-4-26B-A4B-itFits · A+ · Q8_0interactivebeta
Qwen2.5-7B-InstructFits · A+ · Q8_0interactivebeta
Qwen2.5-1.5B-InstructFits · A+ · Q8_0interactivebeta
Llama-3.2-1B-InstructFits · A+ · Q8_0interactivebeta
Llama-3.1-8B-InstructFits · A+ · Q8_0interactivebeta
DeepSeek-R1Won't fitbeta
Qwen3.5-9BFits · A+ · Q8_0interactivebeta
gpt-oss-20bFits · A+ · MXFP4interactivebeta
Qwen3.6-35B-A3BFits · B · Q8_0interactivebeta
Qwen2.5-3B-InstructFits · A+ · Q8_0interactivebeta
Qwen3-32BFits · B · Q8_0usablebeta
Qwen3.6-27BFits · A+ · Q8_0usablebeta
Qwen2.5-0.5B-InstructFits · A+ · Q8_0interactivebeta
Mistral-7B-Instruct-v0.3Fits · A+ · Q8_0interactivebeta
gpt-oss-120bTight · C · MXFP4interactive · offloadbeta
Qwen3-14BFits · A+ · Q8_0interactivebeta
Qwen3-30B-A3BFits · B · Q8_0interactivebeta
Qwen2.5-32B-InstructFits · B · Q8_0usablebeta
DeepSeek-V4-FlashTight · C · UD-Q2_K_XLinteractive · offloadbeta
Qwen2.5-14B-InstructFits · A+ · Q8_0interactivebeta
Llama-3.2-3B-InstructFits · A+ · Q8_0interactivebeta
gemma-3-4b-itFits · A+ · Q8_0interactivebeta
gemma-3-12b-itFits · A+ · Q8_0interactivebeta
Llama-3.1-70B-InstructTight · C · Q4_K_Musablebeta
Phi-3.5-mini-instructFits · A+ · Q8_0interactivebeta
Phi-4Fits · A+ · Q8_0interactivebeta
DeepSeek-R1-Distill-Qwen-32BFits · B · Q8_0usablebeta
gemma-3-27b-itFits · B · Q8_0usablebeta
Llama-3.3-70B-InstructTight · C · Q4_K_Musablebeta
Qwen2.5-72B-InstructTight · C · Q4_K_Mpainful · offloadbeta
gemma-2-2b-itFits · A+ · Q8_0interactivebeta
DeepSeek-R1-Distill-Qwen-14BFits · A+ · Q8_0interactivebeta
DeepSeek-R1-Distill-Llama-8BFits · A+ · Q8_0interactivebeta
DeepSeek-R1-Distill-Qwen-7BFits · A+ · Q8_0interactivebeta
gemma-2-9b-itFits · A+ · Q8_0interactivebeta
Mistral-Nemo-Instruct-2407Fits · A+ · Q8_0interactivebeta
QwQ-32BFits · B · Q8_0usablebeta
Mistral-Small-24B-Instruct-2501Fits · A+ · Q8_0interactivebeta
gemma-2-27b-itFits · A+ · Q8_0usablebeta

Verdicts computed from published specs and measured GGUF sizes — how the math works.