TVM性能評估分析（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

總結

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