Edge AI Coding — Part 3: Axelera Wingman
Axelera’s Wingman found the bug in my Metis benchmark code, taking ResNet-50 from 695 to 1601 FPS on four cores.
Benchmarking
Edge AI Power Benchmarking — Part 6: Measuring the Power Efficiency of MemryX MX3
Reproducing MemryX’s published resnet50 benchmark on the MX3, with independent power measurement.
Edge AI Power Benchmarking — Part 5: Measuring the Power Efficiency of DeepX M1
Reproducing DeepX’s published resnet50 benchmark on the M1, with independent power measurement.
Edge AI Power Benchmarking — Part 4: Measuring the Power Efficiency of Axelera Metis
Reproducing — and surpassing — Axelera’s published resnet50 benchmark on the Metis, with independent power measurement.
Edge AI Power Benchmarking — Part 3: Measuring Edge AI Power with INA228
Reproducing the Hailo-8 reference methodology with an Adafruit INA228 I2C power measurement board.
Edge AI Power Benchmarking — Part 2: Power Insertion with ElmorLabs
Reproducing the Hailo-8 reference methodology with an ElmorLabs PMD2 with PCIe to M.2 adapter with power insertion.
Edge AI Power Benchmarking — Part 1: Hailo-8, the Reference Methodology
An overview of Hailo’s reference methodology for power efficiency on the Hailo-8 — the baseline this series will reproduce independently.