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Added importable module #91

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lxe
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@lxe lxe commented Nov 26, 2023

Fixes #51

You need to provide your own phonemizer (because of this), and can use it like so:

from styletts2 import TTS
import sounddevice as sd
import phonemizer

tts = TTS.load_model(
    config_path="hf://yl4579/StyleTTS2-LibriTTS/Models/LibriTTS/config.yml",
    checkpoint_path="hf://yl4579/StyleTTS2-LibriTTS/Models/LibriTTS/epochs_2nd_00020.pth"
)

es_phonemizer = phonemizer.backend.EspeakBackend(
    language='en-us',
    preserve_punctuation=True,
    with_stress=True
)

style = tts.compute_style('../tts-server/tts_server/voices/en-f-1.wav')

wav, _ = tts.inference(
    "This is a text! Hello world! How are you? What's your name?", 
    style,
    phonemizer=es_phonemizer,
    alpha=0.3,
    beta=0.7,
    diffusion_steps=10,
    embedding_scale=2)

sd.play(wav, 24000)
sd.wait()

@yl4579
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yl4579 commented Nov 27, 2023

See #78 (comment), the same problem of GPL license.

@lxe
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lxe commented Nov 27, 2023

Phonemizer was already included in the project. I can remove phonemizer dependency and just allow people to pass their own phonemizers.

@lxe lxe closed this Nov 27, 2023
@lxe
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lxe commented Nov 27, 2023

Ah your usage of phonemizer is "only to run the demo":

pip install phonemizer

Which I guess makes sense in this case :)

@lxe lxe reopened this Nov 27, 2023
@lxe
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lxe commented Nov 27, 2023

Also I tried using @fakerybakery 's idea of using DeepPhonemizer, but it's not nearly as good as espeak

@lxe
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lxe commented Nov 27, 2023

I changed it so a phonemizer needs to be explicitly loaded

wav, _ = tts.inference(
    "This is a text! Hello world! How are you? What's your name?", 
    style,
    phonemizer=es_phonemizer,
    alpha=0.3,
    beta=0.7,
    diffusion_steps=10,
    embedding_scale=2)

@fakerybakery
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Hi @lxe, my fork supports importing. I think the author @yl4579 mentioned it would be better to keep a separate GPL'd fork.

https://github.com/NeuralVox/StyleTTS2

I will try to keep it updated with the main repo

@yl4579
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yl4579 commented Nov 27, 2023

@fakerybakery
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fakerybakery commented Nov 27, 2023

Hmm! Looks interesting. Basically a T5 model trained on phonemes. I'll try it out in the upcoming days

@fakerybakery
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Seems like on the tiny model there are some issues, I'll try out the larger models later.
Input Text: Hello world!
CharsiuG2P: hɛlowoɐ̯ldˈeslo
Phonemizer: həloʊ wɜːld

@lxe
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lxe commented Nov 27, 2023

Yup I've been checking Charsui and Text2PhonemeSequence

They don't do well with stress and have other artifacts

@fakerybakery
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Opportunity for a new open source project: phonemizer alternative that supports many languages and is compatible with espeak!

@lxe
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lxe commented Nov 27, 2023

Coqui ships MPL2.0 / commercial product, but using espeak-ng like this ?

@fakerybakery
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fakerybakery commented Nov 27, 2023

Yeah, they're probably violating the license (IANAL). Does anyone know C well to reverse engineer espeak?

@lxe
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lxe commented Nov 27, 2023

Gruut is a bust too. It over-stresses things and isn't nearly as accurate as espeak

@fakerybakery
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Sort of funny. MPL is compatible with GPL but not the other way around.

@fakerybakery
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Yeah. But training a T5 model on phonemizer doesn't seem too hard though. You just get a text dataset in that language, phonemize it using phonemizer, and train the model. The main thing is that it's expensive. @yl4579 if a multilingual phonemizer dataset were available would the compute you have access to be enough to train a phonemizer T5 model?

@lxe
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lxe commented Nov 27, 2023

The way Coqui TTS does it is by expecting an espeak-ng binary to be available. This actually doesn't seem to violate GPL.

@fakerybakery
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Hmm, does phonemizer do the same thing? Also, we could always write a script to start a phonemizer server on localhost and have it call the API

@lxe
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lxe commented Nov 29, 2023

Relevant discussions:

rhasspy/piper#93
espeak-ng/espeak-ng#908

Akito-UzukiP added a commit to Akito-UzukiP/StyleTTS2 that referenced this pull request Jan 13, 2024
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@rsxdalv
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rsxdalv commented Jan 16, 2024

If there is a decent enough or sometimes usable phonemizer alternative, I can integrate it into my TTS web ui. Since I do full install scripts, the install phonemizer yourself approach is not really viable.

@fakerybakery
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Use gruut- see the styletts2 pip package on PyPI

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