driedler/tflite_micro_runtime

TensorFlow Lite for Microcontrollers Python package for Raspberry Pi Zero

tflite_micro_runtime

This allows for running TF-Lite models on a RaspberryPi Zero using the Tensorflow-Lite Micro (TFLM) interpreter.

This provides the Python package:tflite_micro_runtime which uses the same API as tflite_runtime. The main difference is tflite_micro_runtime uses the Tensorflow-Lite Micro interpreter instead of the Tensorflow-Lite interpreter.

Using the Tensorflow-Lite Micro (TFLM) interpeter provides ~8x improvement on inference time.
TFLM provides a speedup because it uses the ARM CMSIS NN library which is optimized for ARMv6 processor that RPI0 uses. The RPI0's ARMv6 processor does not have a GPU or other hardware optimizations so can not leverage any of the features that come with the tflite_runtime library. Thus the tflite_micro_runtime library is faster on the RPI0 but not other Raspberry PIs that do feautre a GPU.

More details on the tflite_runtime Python package here:
https://www.tensorflow.org/lite/guide/python

More details on the Tensorflow-Lite Micro interpreter here:
https://github.com/tensorflow/tflite-micro

NOTE: This repo is a fork of the tflite-micro repo.

Install

To install the tflite_micro_runtime Python package, run the PIP command on the RPI0:

pip3 install https://github.com/driedler/tflite_micro_runtime/releases/download/1.1.0/tflite_micro_runtime-1.1.0-cp37-cp37m-linux_armv6l.whl

Build

To build the tflite_micro_runtime Python package, run the bash scripts in a Linux environment:

Install Python3

# Install Python3.7, numpy, and pybind11
./tensorflow/lite/micro/tools/rpi0_pip_package/install_python37.sh
# OR Install Python3.9, numpy, and pybind11
./tensorflow/lite/micro/tools/rpi0_pip_package/install_python39.sh

Build Python Package

# Build tflite_micro_runtime wheel
./tensorflow/lite/micro/tools/rpi0_pip_package/build_pip_package37.sh

# OR Build tflite_micro_runtime wheel
./tensorflow/lite/micro/tools/rpi0_pip_package/build_pip_package39.sh

Runtime Comparison Script

A runtime comparsion script is available the compares the tflite_micro_runtime and tflite_runtime packages at: ./tensorflow/lite/micro/python/runtime_comparison.py

Refer to the comments at the top of the script for more details.