TeLLMe is the first edge FPGA accelerator that runs a 1.58-bit ternary LLM end-to-end, including prefill and decoding, achieving 9.51 tokens/s and 0.55 to 1.15 second prefill under 7 watts.
Bnn an ideal architecture for acceleration with resistive in memory computation,
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TeLLMe: An Energy-Efficient Ternary LLM Accelerator for Prefilling and Decoding on Edge FPGAs
TeLLMe is the first edge FPGA accelerator that runs a 1.58-bit ternary LLM end-to-end, including prefill and decoding, achieving 9.51 tokens/s and 0.55 to 1.15 second prefill under 7 watts.