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BitNets are the most exciting thing for LLM happeing right now. @jart - Llalmafile can become the BitNet leader if you get early on! The big advantages are:
Very competitive performance compared to "old school" LLMs (16-bit, 8-bit, (Q)LoRA)
Significant memory and processing savings: Eliminating "matmul", and reducing it to just adding/bit flipping!
No need for quantization (they are already quantized!)
Ideally suited for commodity CPUs (AVX), expensive GPUs no longer needed (but can still help)
Overall, BitNet LLMs will become much more affordable and accessible because of the above.
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BitNets are the most exciting thing for LLM happeing right now. @jart - Llalmafile can become the BitNet leader if you get early on! The big advantages are:
Checkout these resources:
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