quynhu-d/kws

KWS model compression experiments

Keyword Spotting

This repository includes KWS model experiments.

Directory Layout

.
├── data                    # saved train-val split
├── history                 # saved training logs
├── models                  # old models (not used)
├── student_models          # distilled models
├── KWS.ipynb               # experiments
├── base_model.pt           # base model
├── kws_experiments.csv     # csv file of experiment results
└── requirements.txt

KWS experiments

Shown in KWS.ipynb and include:

• Streaming
• Model compression experiments
  • Dark Knowledge Distillation
  • Attention Distillation
  • Dynamic Quantization

Final Model

.
├── ...
├── student_models
│   ├── ...
│   └── student_model_kd_16_dkd_16_4.pt
└── ...