lenet

LeNet Network PyTorch=>ONNX=>TensorRT

1.Reference

• LeNet: Gradient-Based Learning Applied to Document Recognition

2.Train PyTorch Network

python3 train.py

3.Export ONNX Model

python3 export_onnx.py

4.Build lenet_trt Project

mkdir build && cd build
cmake ..
make -j

5.Run lenet_trt

./lenet_trt ../config.yaml ../samples

6.Benchmark(2080Ti)

model	PyTorch	TensorRT
inference time	0.4ms	0.046ms