新闻
PISim: A Unified Photonic Inference Simulator for Hardware-Aware Cross-Layer Design-Space Exploration
arXiv cs.AI · 发布于 · 阅读约3分钟
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- 发生了什么
- PISim is a simulator for designing photonic neural accelerators that models optical hardware impairments and electro-optical interfaces to predict inference accuracy before fabrication.
- 为何重要
- Hardware engineers designing photonic AI accelerators need this to explore design trade-offs and optimize precision settings before committing to expensive tape-out.
- 注意
- Results shown only on MNIST MLP benchmarks; real-world applicability to larger models and diverse workloads remains undemonstrated in this work.
- lora
- inference
- throughput
- latency
- eval
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