diff --git "a/app.py" "b/app.py" --- "a/app.py" +++ "b/app.py" @@ -1,72 +1 @@ -import gradio as gr -import numpy as np -import torch -from datasets import load_dataset - -from transformers import SpeechT5ForTextToSpeech, SpeechT5HifiGan, SpeechT5Processor, pipeline - - -device = "cuda:0" if torch.cuda.is_available() else "cpu" - -# load speech translation checkpoint -asr_pipe = pipeline("automatic-speech-recognition", model="openai/whisper-base", device=device) - -# load text-to-speech checkpoint and speaker embeddings -processor = SpeechT5Processor.from_pretrained("microsoft/speecht5_tts") - -model = SpeechT5ForTextToSpeech.from_pretrained("microsoft/speecht5_tts").to(device) -vocoder = SpeechT5HifiGan.from_pretrained("microsoft/speecht5_hifigan").to(device) - -embeddings_dataset = load_dataset("Matthijs/cmu-arctic-xvectors", split="validation") -speaker_embeddings = torch.tensor(embeddings_dataset[7306]["xvector"]).unsqueeze(0) - - -def translate(audio): - outputs = asr_pipe(audio, max_new_tokens=256, generate_kwargs={"task": "translate"}) - return outputs["text"] - - -def synthesise(text): - inputs = processor(text=text, return_tensors="pt") - speech = model.generate_speech(inputs["input_ids"].to(device), speaker_embeddings.to(device), vocoder=vocoder) - return speech.cpu() - - -def speech_to_speech_translation(audio): - translated_text = translate(audio) - synthesised_speech = synthesise(translated_text) - synthesised_speech = (synthesised_speech.numpy() * 32767).astype(np.int16) - return 16000, synthesised_speech - - -title = "Cascaded STST" -description = """ -Demo for cascaded speech-to-speech translation (STST), mapping from source speech in any language to target speech in English. Demo uses OpenAI's [Whisper Base](https://huggingface.co/openai/whisper-base) model for speech translation, and Microsoft's -[SpeechT5 TTS](https://huggingface.co/microsoft/speecht5_tts) model for text-to-speech: - -![Cascaded STST](https://huggingface.co/datasets/huggingface-course/audio-course-images/resolve/main/s2st_cascaded.png "Diagram of cascaded speech to speech translation") -""" - -demo = gr.Blocks() - -mic_translate = gr.Interface( - fn=speech_to_speech_translation, - inputs=gr.Audio(source="microphone", type="filepath"), - outputs=gr.Audio(label="Generated Speech", type="numpy"), - title=title, - description=description, -) - -file_translate = gr.Interface( - fn=speech_to_speech_translation, - inputs=gr.Audio(source="upload", type="filepath"), - outputs=gr.Audio(label="Generated Speech", type="numpy"), - examples=[["./example.wav"]], - title=title, - description=description, -) - -with demo: - gr.TabbedInterface([mic_translate, file_translate], ["Microphone", "Audio File"]) 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0%| | 0.00/1.78k [00:00\u001b[0m in \u001b[0;36m\u001b[0;34m()\u001b[0m\n\u001b[1;32m 3\u001b[0m mic_translate = gr.Interface(\n\u001b[1;32m 4\u001b[0m \u001b[0mfn\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mspeech_to_speech_translation\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 5\u001b[0;31m \u001b[0minputs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mgr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mAudio\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0msource\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"microphone\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"filepath\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 6\u001b[0m \u001b[0moutputs\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mgr\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mAudio\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlabel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"Generated Speech\"\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtype\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0;34m\"numpy\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 7\u001b[0m \u001b[0mtitle\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtitle\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;32m/usr/local/lib/python3.10/dist-packages/gradio/component_meta.py\u001b[0m in \u001b[0;36mwrapper\u001b[0;34m(*args, **kwargs)\u001b[0m\n\u001b[1;32m 153\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 154\u001b[0m \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 155\u001b[0;31m \u001b[0;32mreturn\u001b[0m \u001b[0mfn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwargs\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 156\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 157\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mwrapper\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n","\u001b[0;31mTypeError\u001b[0m: Audio.__init__() got an unexpected keyword argument 'source'"]}]}]} \ No newline at end of file