/tinyml-tensorlab

MCU Analytics / ML Model Development Software

Primary LanguagePythonBSD 3-Clause "New" or "Revised" LicenseBSD-3-Clause

tinyml-tensorlab

1. Set up TI tinyml-tensorlab

Prequisite:

Step 1.1: Make sure that you are using bash shell. If it is not bash shell, change it to bash. Verify it by typing:

echo ${SHELL}

Step 1.2: Install system dependencies

sudo apt update
sudo apt install build-essential curl libbz2-dev libffi-dev liblzma-dev libncursesw5-dev libreadline-dev libsqlite3-dev libssl-dev libxml2-dev libxmlsec1-dev llvm make tk-dev xz-utils wget curl
sudo apt install -y libffi-dev libjpeg-dev zlib1g-dev graphviz graphviz-dev protobuf-compiler

Step 1.3: Install pyenv using the following commands

curl -L https://github.com/pyenv/pyenv-installer/raw/master/bin/pyenv-installer | bash

echo '# pyenv settings ' >> ${HOME}/.bashrc
echo 'command -v pyenv >/dev/null || export PATH=":${HOME}/.pyenv/bin:$PATH"' >> ${HOME}/.bashrc
echo 'eval "$(pyenv init -)"' >> ${HOME}/.bashrc
echo 'eval "$(pyenv virtualenv-init -)"' >> ${HOME}/.bashrc
echo '' >> ${HOME}/.bashrc

exec ${SHELL}

Further details on pyenv installation are given here https://github.com/pyenv/pyenv and https://github.com/pyenv/pyenv-installer

Step 1.4: Install Python 3.10 in pyenv and create an environment

pyenv install 3.10
pyenv virtualenv 3.10 py310
pyenv rehash
pyenv activate py310
python -m ensurepip --upgrade
python -m pip install --upgrade pip setuptools

Note: This activation step needs to be done everytime one starts a new terminal or shell. (Alternately, this also can be written to the .bashrc, so that this will be the default penv environment).

pyenv activate py310

Step 1.5: Set up the repositories

  1. NOTE: Please download and install C2000Ware
    • Please set the installed path in your terminal: export C2000WARE_PATH="/path/to/C2000Ware_5_03_00_00"
  2. Clone this repository
  3. cd tinyml-tensorlab/tinyml-modelmaker
  4. Execute (Requires sudo permissions): ./setup_all.sh

tinyml-docs

tinyml-docs

  • Overview/landing page

tinyml-modelzoo

tinyml-modelzoo

  • Browse our collection of models, understand their performance trade-offs.

tinyml-modelmaker

tinyml-modelmaker

  • Bring your own data and train/compile models