audio_translate / app.py
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import streamlit as st
from transformers import pipeline
st.set_page_config(page_title="Your English audio to Chinese text", page_icon="🦜")
st.header("Turn Your English Audio to Chinese text")
# Function to convert audio to text
@st.cache
def audio2txt(audioname):
pipe = pipeline("automatic-speech-recognition", model="avery0/pipeline1model2")
rst = pipe(audioname)
return rst
# Function to translate text
@st.cache
def translation(txt):
pipe = pipeline("translation_en_to_zh", model="DDDSSS/translation_en-zh")
rst = pipe(txt, max_length=40)
return rst
# Main function
def main():
uploaded_file = st.file_uploader("Select an audio file")
if uploaded_file is not None:
bytes_data = uploaded_file.getvalue()
with open(uploaded_file.name, "wb") as file:
file.write(bytes_data)
st.image(uploaded_file, caption="Uploaded Audio", use_column_width=True)
# Stage 1: Audio to Text
st.text('Processing audio2txt...')
txt = audio2txt(uploaded_file.name)
st.write(txt)
# Stage 2: Text to Translation
st.text('Generating a translation...')
txt2 = translation(txt)
st.write(txt2)
if __name__ == "__main__":
main()