On unified-memory edge hardware, Ghidorah partitions Medusa-style speculative decoding across CPU and GPU with all-column weight splits, sparse ARM kernels, and profile-based tuning, reporting up to 7.6x decode speedup.
Dopia: online parallelism management for integrated cpu/gpu archi- tectures,
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Ghidorah: Fast LLM Inference on Edge with Speculative Decoding and Hetero-Core Parallelism
On unified-memory edge hardware, Ghidorah partitions Medusa-style speculative decoding across CPU and GPU with all-column weight splits, sparse ARM kernels, and profile-based tuning, reporting up to 7.6x decode speedup.