DxPTA is a constraint-aware architecture search algorithm for photonic transformer accelerators that achieves up to 15.2x faster exploration than exhaustive search while meeting area, power, energy, and latency constraints for DeiT and BERT models.
En- lighten: Lighten the transformer, enable efficient optical acceleration,
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DxPTA: An Architecture Design Space Exploration with Optical Dataflow-guided Strategy for HW/SW Co-Design of Photonic Transformer Accelerators
DxPTA is a constraint-aware architecture search algorithm for photonic transformer accelerators that achieves up to 15.2x faster exploration than exhaustive search while meeting area, power, energy, and latency constraints for DeiT and BERT models.