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AlekseiSavin

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AlekseiSavin
·12 mesi fa·discuss
yeah, tokens per second
AlekseiSavin
·12 mesi fa·discuss
it looks like llama.cpp has some performance issues with bf16
AlekseiSavin
·12 mesi fa·discuss
right now, we support AWQ but are currently working on various quantization methods in https://github.com/trymirai/lalamo
AlekseiSavin
·12 mesi fa·discuss
You're right, modern edge devices are powerful enough to run small models, so the real bottleneck for a forward pass is usually memory bandwidth, which defines the upper theoretical limit for inference speed. Right now, we've figured out how to run computations in a granular way on specific processing units, but we expect the real benefits to come later when we add support for VLMs and advanced speculative decoding, where you process more than one token at a time
AlekseiSavin
·12 mesi fa·discuss
already) https://github.com/trymirai/uzu-swift