duan8/lenet/README.md
2019-11-25 02:55:45 +08:00

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# lenet5
lenet5 is the simplest net in this tensorrtx project. You can learn the basic procedures of building tensorrt app from API. Including `define network`, `build engine`, `set output`, `do inference`, `serialize model to file`, `deserialize model from file`, etc.
```
// 1. generate lenet5.wts from https://github.com/wang-xinyu/pytorchx/tree/master/lenet
// 2. put lenet5.wts into tensorrtx/lenet
// 3. build and run
cd tensorrtx/lenet
mkdir build
cd build
cmake ..
make
sudo ./lenet -s // serialize model to plan file i.e. 'lenet5.engine'
sudo ./lenet -d // deserialize plan file and run inference
// 4. see if the output is same as pytorchx/lenet
```