TRAPTI delivers cycle-accurate memory occupancy traces to guide SRAM banking and power-gating choices, showing a 2.72x lower peak memory footprint for a GQA model versus MHA under identical accelerator settings.
Exploring the limits of leakage power reduction in caches,
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TRAPTI: Time-Resolved Analysis for SRAM Banking and Power Gating Optimization in Embedded Transformer Inference
TRAPTI delivers cycle-accurate memory occupancy traces to guide SRAM banking and power-gating choices, showing a 2.72x lower peak memory footprint for a GQA model versus MHA under identical accelerator settings.