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Add TensorFlowTTS as library + code snippet #55

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merged 3 commits into from
May 27, 2021
Merged

Add TensorFlowTTS as library + code snippet #55

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bb3d023
Add TensorFlowTTS as library + code snippet
osanseviero May 26, 2021
a774c70
format
osanseviero May 26, 2021
738cad2
Add custom code for text-to-mel and mel-to-audio
osanseviero May 26, 2021
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39 changes: 37 additions & 2 deletions interfaces/Libraries.ts
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Original file line number Diff line number Diff line change
Expand Up @@ -8,6 +8,7 @@ export enum ModelLibrary {
'flair' = 'Flair',
'pyannote' = 'Pyannote',
'sentence-transformers' = 'Sentence Transformers',
'tensorflowtts' = 'TensorFlowTTS',
'timm' = 'Timm',
'transformers' = 'Transformers',
};
Expand Down Expand Up @@ -76,7 +77,7 @@ model = Text2Speech.from_pretrained("${model.modelId}")
speech, *_ = model("text to generate speech from")`;

const espnetASR = (model: ModelData) =>
` from espnet2.bin.asr_inference import Speech2Text
`from espnet2.bin.asr_inference import Speech2Text

model = Speech2Text.from_pretrained(
"${model.modelId}"
Expand All @@ -102,7 +103,6 @@ const flair = (model: ModelData) =>

tagger = SequenceTagger.load("${model.modelId}")`;


const pyannote = (model: ModelData) =>
`from pyannote.audio.core.inference import Inference

Expand All @@ -116,6 +116,35 @@ from pyannote.core import Segment
excerpt = Segment(start=2.0, end=5.0)
model.crop("file.wav", excerpt)`;

const tensorflowttsTextToMel = (model: ModelData) =>
`from tensorflow_tts.inference import AutoProcessor, TFAutoModel

processor = AutoProcessor.from_pretrained("${model.modelId}")
model = TFAutoModel.from_pretrained("${model.modelId}")
`;

const tensorflowttsMelToWav = (model: ModelData) =>
`from tensorflow_tts.inference import TFAutoModel

model = TFAutoModel.from_pretrained("${model.modelId}")
audios = model.inference(mels)
`;

const tensorflowttsUnknown = (model: ModelData) =>
`from tensorflow_tts.inference import TFAutoModel

model = TFAutoModel.from_pretrained("${model.modelId}")
`;

const tensorflowtts = (model: ModelData) => {
if (model.tags.includes("text-to-mel")){
return tensorflowttsTextToMel(model);
} else if (model.tags.includes("mel-to-wav")) {
return tensorflowttsMelToWav(model);
}
return tensorflowttsUnknown(model);
};

const timm = (model: ModelData) =>
`import timm

Expand Down Expand Up @@ -168,6 +197,12 @@ export const MODEL_LIBRARIES_UI_ELEMENTS: { [key in keyof typeof ModelLibrary]:
repoUrl: "https://github.com/UKPLab/sentence-transformers",
snippet: sentenceTransformers,
},
tensorflowtts : {
btnLabel: "TensorFlowTTS",
repoName: "TensorFlowTTS",
repoUrl: "https://github.com/TensorSpeech/TensorFlowTTS",
snippet: tensorflowtts
},
timm: {
btnLabel: "timm",
repoName: "pytorch-image-models",
Expand Down