自动检查点,实现能量收集设备上的密集应用

Azalia Mirhoseini, Ebrahim M. Songhori, F. Koushanfar
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引用次数: 24

摘要

我们提出了一个框架,可以在具有不连续能量收集供应的超低功耗设备上进行密集计算。我们设计了一种优化算法,在高级合成期间有效地将应用程序划分为较小的计算步骤。我们的系统找到低开销的检查点,将由于功率损失导致的重新计算成本降至最低,然后在设计的寄存器传输级别插入检查点。检查点率自动适应源的实时行为。我们在无电池射频能量收集平台上评估了我们的机制。针对医疗植入设备应用的大量实验表明,我们的方法能够以低时间、低能量和低面积开销成功地执行各种供应模式的复杂计算。
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Automated checkpointing for enabling intensive applications on energy harvesting devices
We propose a framework that enables intensive computation on ultra-low power devices with discontinuous energy-harvesting supplies. We devise an optimization algorithm that efficiently partitions the applications into smaller computational steps during high-level synthesis. Our system finds low-overhead checkpoints that minimize recomputation cost due to power losses, then inserts the checkpoints at the design's registertransfer level. The checkpointing rate is automatically adapted to the source's realtime behavior. We evaluate our mechanisms on a battery-less RF energy-harvester platform. Extensive experiments targeting applications in medical implant devices demonstrate our approach's ability to successfully execute complex computations for various supply patterns with low time, energy, and area overheads.
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