KWS-HW

The project is made for educational purposes, as the homework of the course deep learning for audio processing.

Repository Structure

checkpoints/                         # Folder with model checkpoints
models/
├─ kws_baseline_model.pth            # A baseline-based streaming model
├─ kws_final_model.pth               # The final compressed streaming model
main.ipynb                           # A notebook with experiments and a report
stream.py                            # Example of streaming on Windows
stream_mac.py                        # The same streaming, but for Mac

The final score received

speed up rate	compression rate	streaming
10.65	10.28	+

Independent streaming testing

You need to run the code for streaming, it has already configured the loading of the desired model and hyperparameters are configured:

python stream.py

You may have to configure the input device for Windows or Linux, for Mac you can run the script below:

python stream_mac.py