TFLite-Tester

This is example project showing a couple different ways of testing TensorFLow Lite models. It contains code for:

• Converting TensorFlow to TensorFlow Lite model,
• Comparing TF and TF Lite models side by side (including post-training quantization)
• Running automated tests on Android application with Espresso library.

For more details, check:

• Blog post (testing in Colab notebook): Testing TensorFlow Lite image classification model
• Blog post (testing in Android instrumented tests): Automate testing of TensorFlow Lite model implementation
• Colab notebook
• Converting TensorFLow model to TensorFLow Lite with Concrete Function: https://www.tensorflow.org/lite/r2/convert/concrete_function
• Post training quantization: https://www.tensorflow.org/lite/performance/post_training_quantization

Android app tests preview

Colab notebook

Click below to run Colab notebook: