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AMD Radeon RX 7900 XTX vs NVIDIA RTX 3090 for local LLMs

Across 6 tests measured on both, the NVIDIA RTX 3090 is faster in 4 and generates a median 1.52× the tokens/s of the AMD Radeon RX 7900 XTX.

On Qwen3.8 27B (Q4_K_M, llama-server) the AMD Radeon RX 7900 XTX generates 30.7 tokens/s and the NVIDIA RTX 3090 36.6 tokens/s (measured).

Same model, same quant, same test

ModelQuant / testRadeon RX 7900 XTX
tok/s
RTX 3090
tok/s
FasterSources and run details
Qwen3.8 27BQ4_K_M
llama-server
30.7
36.6
CUDA
RTX 3090 +19%qwen38-mtp Radeon RX 7900 XTX · qwen38-mtp RTX 3090
Qwen3.8 27BUD-Q4_K_XL
llama-server
41.0
Vulkan
34.0
CUDA
Radeon RX 7900 XTX +21%qwen38-mtp Radeon RX 7900 XTX · qwen38-mtp RTX 3090
Llama 2 7BQ4_0
llama-bench
191
Vulkan
172
Vulkan
Radeon RX 7900 XTX +11%llama.cpp #10879 Radeon RX 7900 XTX · llama.cpp #10879 RTX 3090
Llama 3.1 8B InstructQ4_K_M
LocalScore
42.3
llamafile
96.3
llamafile
RTX 3090 +128%LocalScore Radeon RX 7900 XTX · LocalScore RTX 3090
Llama 3.2 1B InstructQ4_K_M
LocalScore
78.4
llamafile
270
llamafile
RTX 3090 +244%LocalScore Radeon RX 7900 XTX · LocalScore RTX 3090
Qwen2.5 14B InstructQ4_K_M
LocalScore
26.8
llamafile
56.2
llamafile
RTX 3090 +110%LocalScore Radeon RX 7900 XTX · LocalScore RTX 3090

Generation speed in tokens/s, best measured backend for each chip (shown under the number). Backends can differ between the two chips; check them before drawing conclusions. Measured results only, nothing estimated.

Specs

AMD Radeon RX 7900 XTXNVIDIA RTX 3090
Memory24 GB24 GB
Memory bandwidth960 GB/s936 GB/s

All results for the AMD Radeon RX 7900 XTX · All results for the NVIDIA RTX 3090 · More comparisons