Another long term goal for the project would be the ability to input send data for the model over a serial interface to the target device (real hardware or simulator) and receive the resulting tensor data after inference. This would allow to validate the results on the computer in instead of on the hardware itself, i.e. to test a larger number of samples (which would not fit in ROM) or to evaluate the on-device accuracy (Optional as the quantized accuracy should be the same as determined during model conversion.)
The existing MLIF inout data feature should stay the default.
Some considerations:
The will probably only be a serial port: How to "multiplex" serial debugging and raw serial data?
How to enable the functionality? --feature stream_data?
PhilippvK
commented
1 year ago
Another long term goal for the project would be the ability to input send data for the model over a serial interface to the target device (real hardware or simulator) and receive the resulting tensor data after inference. This would allow to validate the results on the computer in instead of on the hardware itself, i.e. to test a larger number of samples (which would not fit in ROM) or to evaluate the on-device accuracy (Optional as the quantized accuracy should be the same as determined during model conversion.)
The existing MLIF
inoutdata feature should stay the default.Some considerations:
--feature stream_data?