Llama 2 7B on RTX A5000
140best gen tok/s
4,552best prompt tok/s
640max context tested
4results
Measured · all numbers below come from the linked sources
llama.cpp
| Quant | Gen tok/s | Prompt tok/s | Source | Context tested | TTFT | Build |
|---|---|---|---|---|---|---|
| Q4_0 | 140 | 4,071 | llama.cpp (Vulkan) ↗ | 512+128 | — | llama.cpp Vulkan @4ae88d0 — coopmat2 |
| Q4_0 | 140 | 3,642 | llama.cpp (Vulkan) ↗ | 512+128 | — | llama.cpp Vulkan @4ae88d0 — coopmat2 |
| Q4_0 | 136 | 4,552 | llama.cpp (CUDA) ↗ | 512+128 | — | llama.cpp CUDA @e5155e6 |
| Q4_0 | 130 | 4,028 | llama.cpp (CUDA) ↗ | 512+128 | — | llama.cpp CUDA @e5155e6 |
Ollama
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MLX
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"Context tested" is the largest prompt+generation length actually benchmarked (tokens), not a memory-fit estimate.