Skip to content

Latest commit

 

History

History

mlc_python_script

Folders and files

NameName
Last commit message
Last commit date

parent directory

..
Logs
Logs
 
 
Script
Script
 
 
README.md
README.md
 
 

README.md

Python scripts for MLC

This folder contains Python scripts for the Machine Learning Core (MLC) of ST MEMS devices.

The directory is organized as follows:

  • Logs: contains data logs to easily run the scripts with the default configuration
  • Script: contains the Python scripts for the MLC

The main script is available as a Jupyter notebook named mlc.ipynb, with comments and instructions which describe how to customize the MLC configuration.

Description

The Python scripts interact with an external tool which is run in the background to perform some tasks (e.g. .arff file generation and .ucf file generation).

The script performs all the MLC configuration steps, starting from the data logs to the device configuration (.ucf file generation). In the Jupyter notebook mlc.ipynb, after some general settings at the beginning, five main steps are available in four separate sections:

  1. Data pattern management and labeling
  2. Filters/features computation (.arff file)
  3. Decision tree training (dectree.txt file)
  4. Sensor register configuration (.ucf file)
  5. (Optional) decision tree validation

Setup

  1. Download the Unico GUI or the newest MEMS Studio for ST sensors evaluation

  2. Find the folder containing an executable named mlc_configuration_tool.exe inside the installation folder; depending on the software downloaded, this may be in one of the following locations:

    • Unico GUI: C:\Program Files (x86)\STMicroelectronics\Unico-GUI\tools\mlc_configuration_tool
    • MEMS Studio: C:\Users\<username>\AppData\Local\STMicroelectronics\MEMS Studio\tools\mlc_configuration_tool

  3. Add the mlc_configuration_tool folder to the environmental variable Path on your system:

    • Windows:

      1. Type Edit environmental variables for your account in the search bar and press enter
      2. Select Path inside the User variables for <username> and press Edit
      3. Press New and then Browse to select the absolute path of the mlc_configuration_tool folder and press OK

    • Linux and macOS:

      Add to your .bashrc or equivalent shell startup file the following line:

       export PATH=$PATH":/path/to/mlc_configuration_tool"

More information: http://www.st.com

Copyright © 2023 STMicroelectronics