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import torch | |
import scipy | |
import gradio as gr | |
from transformers import set_seed, pipeline | |
from transformers import VitsTokenizer, VitsModel | |
from transformers import pipeline, AutoTokenizer, AutoModelForSeq2SeqLM | |
from datasets import load_dataset, Audio | |
import speech_to_text, text_to_speech, translation | |
language_list = ['mos', 'fra', 'eng'] | |
demo = gr.Blocks() | |
mms_stt = gr.Interface( | |
fn=speech_to_text.transcribe, | |
inputs=[ | |
gr.Audio(sources=["microphone", "upload"], type="filepath"), | |
gr.Dropdown(language_list, label="Language") | |
], | |
outputs="text", | |
title="Speech-to-text" | |
) | |
mms_tts = gr.Interface( | |
fn=text_to_speech.synthesize_facebook, | |
inputs=[ | |
gr.Text(label="Input text"), | |
gr.Dropdown(language_list, label="Language") | |
], | |
outputs=[ | |
gr.Audio(label="Generated Audio", type="numpy") | |
], | |
title="Text-to-speech" | |
) | |
mms_translate = gr.Interface( | |
fn=translation.translation, | |
inputs=[ | |
gr.Textbox(label="Text", placeholder="Yaa sõama"), | |
gr.Dropdown(label="Source Language", choices=["eng_Latn", "fra_Latn", "mos_Latn"]), | |
gr.Dropdown(label="Target Language", choices=["eng_Latn", "fra_Latn", "mos_Latn"]) | |
], | |
outputs=["text"], | |
examples=[["Building a translation demo with Gradio is so easy!", "eng_Latn", "mos_Latn"]], | |
title="Translation Demo", | |
) | |
with demo: | |
gr.TabbedInterface( | |
[mms_translate, mms_tts, mms_stt], | |
["Translation", "Text-to-speech", "Speech-to-text"], | |
) | |
demo.launch() |