AI RESEARCH
Forge-UGC: FX optimization and register-graph engine for universal graph compiler
arXiv CS.AI
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ArXi:2604.16498v1 Announce Type: cross We present Forge-UGC (FX Optimization and Register-Graph Engine for Universal Graph Compilation), a four-phase compiler for transformer deployment on heterogeneous accelerator hardware, validated on Intel AI Boost NPU. Existing frameworks such as OpenVINO and ONNX Runtime often use opaque compilation pipelines, limited pass-level visibility, and weak buffer management, which can lead to higher compilation cost and runtime overhead.