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[COSCUP 2018] uTensor C++ Code Generator

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Yin-Chen Liao

Basic introduction to uTensor C++ code generator

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uTensor Neural Network Inference Library for MCU github.com/uTensor uTensor Team
FOSDEM presentation by Neil Tan
About Me ● Data Scientist @ Pinkoi ● Python Programmer ○ utensor_cgen
Agenda ● Tensorflow Toward the Edge ● Automatic Code Generator ○ CNN demo
Tensorflow v.s uTensor Tensorflow uTensor
We Are All Set!
From This
To This
我
Automatic Code Generator (utensor-cli) github.com/uTensor/utensor_cgen
utensor-cli simple_mnist.pb --output-nodes=y_pred
The Code
End-to-End Example 1. MLP: end_to_end.ipynb 2. CNN: deep_cnn.ipynb
Basic Pipeline 1. Training with Tensorflow 2. Save trained model (.pb file) 3. uTensor cli a. model.pb ---> uTensor cpp/hpp files
Status Quo ● Cli support ○ Multi layer Perceptron (MLP) ○ Convolution Neural Network (CNN) ● Performance/Memory Optimization ○ Memory Optimization: Reference Counting ○ Graph Optimization ■ Dropout layer removal ?
CNN Demo
Guide
Q & A

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