File size: 1,938 Bytes
17ed7d8
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
# Forward TTS model(s)

A general feed-forward TTS model implementation that can be configured to different architectures by setting different
encoder and decoder networks. It can be trained with either pre-computed durations (from pre-trained Tacotron) or
an alignment network that learns the text to audio alignment from the input data.

Currently we provide the following pre-configured architectures:

- **FastSpeech:**

    It's a feed-forward model TTS model that uses Feed Forward Transformer (FFT) modules as the encoder and decoder.


- **FastPitch:**

    It uses the same FastSpeech architecture that is conditioned on fundamental frequency (f0) contours with the

    promise of more expressive speech.


- **SpeedySpeech:**

    It uses Residual Convolution layers instead of Transformers that leads to a more compute friendly model.


- **FastSpeech2 (TODO):**

    Similar to FastPitch but it also uses a spectral energy values as an addition.


## Important resources & papers
- FastPitch: https://arxiv.org/abs/2006.06873
- SpeedySpeech: https://arxiv.org/abs/2008.03802
- FastSpeech: https://arxiv.org/pdf/1905.09263
- FastSpeech2: https://arxiv.org/abs/2006.04558
- Aligner Network: https://arxiv.org/abs/2108.10447
- What is Pitch: https://www.britannica.com/topic/pitch-speech


## ForwardTTSArgs
```{eval-rst}

.. autoclass:: TTS.tts.models.forward_tts.ForwardTTSArgs

    :members:

```

## ForwardTTS Model
```{eval-rst}

.. autoclass:: TTS.tts.models.forward_tts.ForwardTTS

    :members:

```

## FastPitchConfig
```{eval-rst}

.. autoclass:: TTS.tts.configs.fast_pitch_config.FastPitchConfig

    :members:

```

## SpeedySpeechConfig
```{eval-rst}

.. autoclass:: TTS.tts.configs.speedy_speech_config.SpeedySpeechConfig

    :members:

```

## FastSpeechConfig
```{eval-rst}

.. autoclass:: TTS.tts.configs.fast_speech_config.FastSpeechConfig

    :members:

```