### Install Wavehax Dependencies

Source: https://github.com/chomeyama/wavehax/blob/master/README.md

Installs the Wavehax package and its dependencies in editable mode. Navigate to the project directory first.

```bash
cd wavehax
pip install -e .
```

--------------------------------

### Monitor Training Progress with TensorBoard

Source: https://github.com/chomeyama/wavehax/blob/master/README.md

Launches TensorBoard to visualize the training process. The log directory should be set to the output directory of the training process.

```bash
tensorboard --logdir exp
```

--------------------------------

### Train Wavehax Vocoder Model

Source: https://github.com/chomeyama/wavehax/blob/master/README.md

Initiates the training process for the Wavehax vocoder model. Training steps and other hyperparameters can be adjusted via command-line arguments.

```bash
wavehax-train generator=wavehax.v1 discriminator=univnet train=wavehax train.train_max_steps=500000 data=jvs out_dir=exp/wavehax
```

--------------------------------

### Generate Speech Waveforms (Inference)

Source: https://github.com/chomeyama/wavehax/blob/master/README.md

Performs inference using a trained Wavehax model to generate speech waveforms. Hyperparameters can be adjusted in the configuration file.

```bash
wavehax-decode generator=wavehax data=jvs out_dir=exp/wavehax ckpt_steps=500000
```

--------------------------------

### Compute Statistics of Training Data

Source: https://github.com/chomeyama/wavehax/blob/master/README.md

Computes statistics for the training data, which are used for model training. Hyperparameters can be adjusted in the configuration file.

```bash
wavehax-compute-statistics filepath_list=data/list/train_no_dev.list save_path=data/stats/train_no_dev.joblib
```

--------------------------------

### Extract Acoustic Features

Source: https://github.com/chomeyama/wavehax/blob/master/README.md

Extracts acoustic features such as F0 and mel-spectrogram from audio files. Customize hyperparameters by editing the configuration file or overriding them from the command line.

```bash
cd egs/jvs
wavehax-extract-features audio_scp=data/scp/all.scp
```

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