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import streamlit as st | |
from tempfile import NamedTemporaryFile | |
from audiorecorder import audiorecorder | |
from whispercpp import Whisper | |
# Download whisper.cpp | |
w = Whisper('tiny') | |
def inference(audio): | |
# Save audio to a file: | |
with NamedTemporaryFile(suffix=".mp3") as temp: | |
with open(f"{temp.name}", "wb") as f: | |
f.write(audio.tobytes()) | |
result = w.transcribe(f"{temp.name}") | |
text = w.extract_text(result) | |
return text[0] | |
# Streamlit | |
with st.sidebar: | |
audio = audiorecorder("Click to send voice message", "Recording... Click when you're done", key="recorder") | |
st.title("Echo Bot with Whisper") | |
# Initialize chat history | |
if "messages" not in st.session_state: | |
st.session_state.messages = [] | |
# Display chat messages from history on app rerun | |
for message in st.session_state.messages: | |
with st.chat_message(message["role"]): | |
st.markdown(message["content"]) | |
# React to user input | |
if (prompt := st.chat_input("Your message")) or len(audio): | |
# If it's coming from the audio recorder transcribe the message with whisper.cpp | |
if len(audio)>0: | |
prompt = inference(audio) | |
# Display user message in chat message container | |
st.chat_message("user").markdown(prompt) | |
# Add user message to chat history | |
st.session_state.messages.append({"role": "user", "content": prompt}) | |
response = f"Echo: {prompt}" | |
# Display assistant response in chat message container | |
with st.chat_message("assistant"): | |
st.markdown(response) | |
# Add assistant response to chat history | |
st.session_state.messages.append({"role": "assistant", "content": response}) |