NNs' Fine-Tuning for Arm Ethos-U55​ TVM and Arm Vela Compiler


Model modification:​
Inference time optimization:​
Memory requirements optimization:​
Energy Efficiency​

Functional diagram​

Fine-Tuning Platform for CI tests and experiments on the target HW 

Ethos-U55 and Alif Ensemble SoC 


Alif E5 Board 
STM32 X-Nucleo LPM01A
MIPI CSI2 Camera
Power Supply
Multi-USB adapter
Manageable relays

TVM's patterns

TVM pipeline for Arm® Ethos™-U55

TVM Contribution. Some results