Update src/streamlit_app.py
Browse files- src/streamlit_app.py +158 -38
src/streamlit_app.py
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import altair as alt
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import numpy as np
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import pandas as pd
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import streamlit as st
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import streamlit as st
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from openai import OpenAI
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import sounddevice as sd
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import scipy.io.wavfile
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import io
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import base64
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import os
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import time
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st.set_page_config(page_title="Voice Bot", layout="wide")
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# Configuration
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SAMPLE_RATE = 44100
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RECORD_DURATION = 5
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TEMP_AUDIO_FILE = "temp_audio.wav"
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# Initialize OpenAI client
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api_key = st.secrets['openai']
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client = OpenAI(api_key=api_key)
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# Initialize session state variables if they don't exist
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if 'recorded_audio' not in st.session_state:
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st.session_state.recorded_audio = None
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if 'user_text' not in st.session_state:
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st.session_state.user_text = None
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if 'ai_reply' not in st.session_state:
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st.session_state.ai_reply = None
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def load_context():
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"""Load the context from file."""
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try:
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with open("context.txt", "r") as f:
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return f.read()
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except FileNotFoundError:
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st.error("Context file not found!")
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return ""
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def record_audio():
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"""Record audio and return the buffer."""
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progress_bar = st.progress(0)
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recording = sd.rec(int(RECORD_DURATION * SAMPLE_RATE),
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samplerate=SAMPLE_RATE,
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channels=1)
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# Update progress bar while recording
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for i in range(RECORD_DURATION * 10):
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progress_bar.progress((i + 1) / (RECORD_DURATION * 10))
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time.sleep(0.1)
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sd.wait()
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progress_bar.empty() # Remove progress bar after recording
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buf = io.BytesIO()
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scipy.io.wavfile.write(buf, SAMPLE_RATE, recording)
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buf.seek(0)
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return buf
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def transcribe_audio(audio_buffer):
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"""Transcribe audio using Whisper API."""
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with open(TEMP_AUDIO_FILE, "wb") as f:
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f.write(audio_buffer.getvalue())
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with open(TEMP_AUDIO_FILE, "rb") as audio_file:
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transcript = client.audio.transcriptions.create(
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model="whisper-1",
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file=audio_file
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)
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return transcript.text
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def get_ai_response(user_text, context):
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"""Get AI response using GPT-4."""
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system_prompt = f"""
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You are Prakhar.
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You must respond **only using the following context**:
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{context}
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If the user's question cannot be answered using this context, respond with:
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"I'm not sure about that based on what I know."
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"""
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response = client.chat.completions.create(
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model="gpt-4",
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messages=[
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{"role": "system", "content": system_prompt},
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{"role": "user", "content": user_text}
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]
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)
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return response.choices[0].message.content
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def text_to_speech(text):
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"""Convert text to speech using OpenAI TTS."""
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speech = client.audio.speech.create(
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model="tts-1",
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voice="onyx",
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input=text
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)
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return base64.b64encode(speech.content).decode()
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def handle_record_button():
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"""Handle recording button click"""
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st.session_state.processing = True
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info_placeholder = st.empty()
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info_placeholder.info("Recording...")
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audio_buffer = record_audio()
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info_placeholder.empty()
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st.session_state.recorded_audio = audio_buffer
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def main():
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st.title("Voice Bot")
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if 'context' not in st.session_state:
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st.session_state.context = load_context()
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if 'processing' not in st.session_state:
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st.session_state.processing = False
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with st.container():
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audio, script = st.columns(2, border=True)
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with audio:
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st.subheader("Audio Input")
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st.button("🎙️ Record Voice", on_click=handle_record_button)
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# Create placeholder for processing status
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process_placeholder = st.empty()
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# Handle processing if recording just completed
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if st.session_state.processing:
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with process_placeholder.container():
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with st.spinner("Processing..."):
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st.session_state.user_text = transcribe_audio(st.session_state.recorded_audio)
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st.session_state.ai_reply = get_ai_response(st.session_state.user_text, st.session_state.context)
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audio_b64 = text_to_speech(st.session_state.ai_reply)
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st.session_state.ai_audio = audio_b64
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st.session_state.processing = False
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# Display recorded audio if exists
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if st.session_state.recorded_audio is not None:
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st.audio(st.session_state.recorded_audio, format="audio/wav")
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if hasattr(st.session_state, 'ai_audio'):
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st.audio(f"data:audio/mp3;base64,{st.session_state.ai_audio}", format="audio/mp3")
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with script:
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st.subheader("Conversation")
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if st.session_state.user_text is not None:
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st.markdown("**You said:**")
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st.markdown(f"{st.session_state.user_text}")
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st.markdown("**AI Response:**")
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st.markdown(f"{st.session_state.ai_reply}")
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st.divider()
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with st.container(border=True):
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st.text_area("Context", value=st.session_state.context, height=270, disabled=False)
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st.markdown("You can update the context in the `context.txt` file.")
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if __name__ == "__main__":
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main()
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