dialects

This paper presents an MLIR-based compilation method for large language models, using two custom dialects (TopOp and TpuOp) to lower models from framework-agnostic semantics to hardware-specific instructions. It also introduces a three-stage static compilation for autoregressive inference stages: prefill, prefill_kv, and decode.