A 4 GB Laptop GPU Beats a 12-Core CPU by 4.3x on Gemma 4

DEV Community·15 points·xbill·14 days ago·dev.to

Serving Gemma 4 E2B q4_0 through llama.cpp on one laptop, twice: CPU-only and on a 2021-era 4 GB GTX 1650 Ti. Same GGUF, same binary, same prompts, one flag apart. The card takes decode by 4.3x, and needs only 1598 MiB to do it.

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