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README.md

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# cvm-runtime
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CVM Runtime
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# Test the cvm-runtime under QEMU with RISC-V support
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## Latency
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model| Jetson Nano \- Cortex\-A57(s) | Intel E5\-2650(s) | Jetson Nano \- GPU(128 CUDA Cores)(s) | 1080Ti(3584 CUDA Cores)(s)
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-|-|-|-|-
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yolo_tfm | | | 1.076 | 0.043
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resnet50_mxg | 1.2076| 0.3807| 0.147 | 0.009
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resnet18_v1 | | | 0.055 | 0.004
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qd10_resnet20_v2 || | 0.064 | 0.010
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resnet50_v2 |1.4674| 0.5005 | 0.185 | 0.010
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qd10_resnet20_v2|0.2944|0.1605 | 0.065 | 0.012
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trec | 0.0075| 0.0028 | 0.002 | 0.001
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dcnet_mnist_v1|0.0062|0.0057 | 0.002 | 0.001
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mobilenetv1.0_imagenet|0.3508| 0.1483| 0.039 | 0.002
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resnet50_v1_imagenet|1.2453| 0.3429 | 0.150 | 0.009
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animal10 | 0.3055 | 0.1466 | 0.065 | 0.010
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vgg16_gcv|4.3787| 0.6092 | 0.713 | 0.021
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sentiment_trec|0.0047| 0.0022 | 0.002 | 0.001
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vgg19_gcv|5.1753| 0.7513 | 0.788 | 0.023
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squeezenet_gcv1.1|0.3889| 0.0895 | 0.044 | 0.002
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squeezenet_gcv1.0|0.1987| 0.1319 | 0.064 | 0.003
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shufflenet|1.4575| 0.7697 | 0.140 | 0.004
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ssd| | |0.773 | 0.030
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ssd_512_mobilenet1.0_coco_tfm| | | 0.311 | 0.016
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ssd_512_mobilenet1.0_voc_tfm| | | 0.220 | 0.014
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## Config The QEMU Environment
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You will need to refer to this [documentation](https://risc-v-getting-started-guide.readthedocs.io/en/latest/linux-qemu.html) to download and install the following:
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```
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1. https://github.com/riscv/riscv-gnu-toolchain : master
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2. https://github.com/qemu/qemu : v3.0.0
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3. https://github.com/torvalds/linux : v4.19
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4. https://github.com/riscv/riscv-pk : master
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5. https://github.com/michaeljclark/busybear-linux : master
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```
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## Testing
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1. git clone git@github.com:CortexFoundation/cvm-runtime.git
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2. git checkout riscv
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3. cp cmake/config . (in cvm-runtime directory)
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4. make lib && make test_model_riscv
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5. cd ${busybear-linux directory}
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6. mkdir etc/tests
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7. cp ~/cvm-runtime/build/libcvm.so ~/cvm-runtime/build/tests/test_model_riscv etc/tests/
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8. modify scripts/start-qemu.sh:
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```
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32 # construct command
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33 cmd="${QEMU_SYSTEM_BIN} -nographic -machine virt \
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34 -kernel build/riscv-pk/bbl \
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35 -m 2G \
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36 -append \"root=/dev/vda ro console=ttyS0\" \
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37 -drive file=busybear.bin,format=raw,id=hd0 \
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38 -device virtio-blk-device,drive=hd0 \
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39 -netdev ${QEMU_NETDEV},id=net0 \
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40 -device virtio-ne
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```
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9. make clean && make && ./scripts/start-qemu.sh
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10. login as root, and password is busybear
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11. cd /etc/tests
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12. export LD_LIBRARY_PATH=/etc/tests
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13. ./test_model_riscv

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