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README.md

TI's tiny models for Microcontrollers

The following models are supported in tinyml-modelmaker:

Model Name Suited for Availability No. of Parameters Model MACs (M)
TimeSeries_Generic_3k Generic Time series tasks tinyml-modelmaker 3050 0.11
TimeSeries_Generic_7k Generic Time series tasks tinyml-modelmaker 7210 0.22
TimeSeries_Generic_3k_t Generic Time series tasks tinyml-modelmaker 3052 0.11
TimeSeries_Generic_7k_t Generic Time series tasks tinyml-modelmaker 7212 0.22
ArcFault_model_200_t Arc Fault Classification GUI 296 0.01
ArcFault_model_300_t Arc Fault Classification GUI 388 0.02
ArcFault_model_700_t Arc Fault Classification GUI 844 0.03
MotorFault_model_1_t Motor Bearing Fault Classification GUI 588 0.01
MotorFault_model_2_t Motor Bearing Fault Classification GUI 4032 0.47

Note:

  • The numbers in the table have all been measured for an input dimension of N,C,H,W of (1,1,512,1)
  • 'Suited for' means it was originally created for that specific application. However, there is no stopping you from using it for other applications.
  • Certain models above are available on the GUI version only, They are TI proprietary models.
    • The other models are called generic models.
    • They are available on tinyml-modelmaker too, and have their model definition exposed, meaning it can be tweaked by the user.
  • The models with '_t' in their names are slightly tweaked for TI MCUs with Hardware NPU (Eg: F28P55).
    • It is compulsory to use '_t' version models for F28P55
    • On other devices, there is no significant advantage if you use '_t' models or not.
    • If you are confused, please use the '_t' variants.
  • TimeSeries_Generic_*_3k are just exact copies of TimeSeries_Generic_3k created for GUI purposes. No difference in performance or parameters
    • Same applies for TimeSeries_Generic_*_7k models