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This paper proposes DxPTA, a novel design space exploration methodology for efficient HW/SW co-design of photonic transformer accelerators that meet area, power, energy, and latency constraints. It achieves up to 15.2x faster searching time than exhaustive approaches, enabling efficient PTA designs for diverse transformer models.