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Update app.py
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app.py
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# https://huggingface.co/spaces/Mishmosh/MichelleAssessment3
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#
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#RUN python -m pip install --upgrade pip
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python -m pip install --upgrade pip
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#pip install --upgrade pip
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#RUN pip install --no-cache-dir -r requirements.txt
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#RUN pip install --use-feature=in-tree-build tokenizers
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#text to speech
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#!pip install git+https://github.com/huggingface/transformers.git
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#!pip install datasets sentencepiece
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import torch
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import soundfile as sf
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from IPython.display import Audio
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from datasets import load_dataset
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from transformers import pipeline
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from transformers import SpeechT5Processor, SpeechT5ForTextToSpeech
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processor = SpeechT5Processor.from_pretrained("microsoft/speecht5_tts")
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model = SpeechT5ForTextToSpeech.from_pretrained("microsoft/speecht5_tts")
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text = "The future belongs to those who believe in the beauty of their dreams."
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#text = (summarized_text_list_list)
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inputs = processor(text=summarized_text_list_list, return_tensors="pt")
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from datasets import load_dataset
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embeddings_dataset = load_dataset("Matthijs/cmu-arctic-xvectors", split="validation")
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import torch
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speaker_embeddings = torch.tensor(embeddings_dataset[7306]["xvector"]).unsqueeze(0)
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spectrogram = model.generate_speech(inputs["input_ids"], speaker_embeddings)
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from transformers import SpeechT5HifiGan
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vocoder = SpeechT5HifiGan.from_pretrained("microsoft/speecht5_hifigan")
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with torch.no_grad():
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speech = vocoder(spectrogram)
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speech = model.generate_speech(inputs["input_ids"], speaker_embeddings, vocoder=vocoder)
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Audio(speech, rate=16000)
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