TVM性能评估分析(二)
2024-10-19 09:53:58
TVM性能评估分析(二)
Figure 1. A bird’s eye view of the µTVM + AutoTVM infrastructure
Figure 2. A standard µTVM setup, where the host communicates with the device via JTAG.
Figure 3. The performance results of MicroTVM
Figure 4. Improved performance by ~2x,now much closer to CMSIS-NN.
Figure 5. The µTVM Device Memory Layout in RAM
Figure 6. Diagram of CIFAR-10 CNN
Figure 7. Diagram from CMSIS-NN paper showing a 2x2 matrix multiplication microkernel
Figure 8. int8
-quantized CIFAR-10 CNN comparison on an Arm STM32F746NG (re-posted from above)
Figure 9. int8
-quantized CIFAR-10 CNN comparison on µTVM’s emulated host device
Figure 10. The envisioned µTVM optimization and deployment pipeline
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