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import streamlit as st | |
from streamlit_chat import message | |
from streamlit_mic_recorder import speech_to_text | |
import base64 | |
import gtts | |
from io import BytesIO | |
# Inisialisasi state | |
def initialize_session_state(): | |
if 'history' not in st.session_state: | |
st.session_state['history'] = [] | |
if 'generated' not in st.session_state: | |
st.session_state['generated'] = ["Halo! Saya bisa membantu anda menjawab pertanyaan seputar Politeknik Negeri Padang!"] | |
if 'past' not in st.session_state: | |
st.session_state['past'] = ["Hai! π"] | |
if 'data_len' not in st.session_state: | |
st.session_state['data_len'] = 0 | |
if 'vector_store' not in st.session_state: | |
st.session_state['vector_store'] = None | |
if 'should_speak' not in st.session_state: | |
st.session_state['should_speak'] = True | |
if 'input_text' not in st.session_state: | |
st.session_state['input_text'] = "" | |
if 'tts_output' not in st.session_state: | |
st.session_state['tts_output'] = "" | |
# Fungsi TTS | |
def text_to_speech(text): | |
tts = gtts.gTTS(text, lang="id") | |
audio_bytes = BytesIO() | |
tts.write_to_fp(audio_bytes) | |
audio_bytes.seek(0) | |
audio_base64 = base64.b64encode(audio_bytes.read()).decode() | |
audio_player = f""" | |
<audio autoplay> | |
<source src="data:audio/mp3;base64,{audio_base64}" type="audio/mp3"> | |
</audio> | |
""" | |
return audio_player | |
# Fungsi untuk memanggil chatbot | |
def conversation_chat(query, chain, history): | |
result = chain({"question": query, "chat_history": history}) | |
history.append((query, result["answer"])) | |
return result["answer"] | |
# Tampilan chat dan logika STT + TTS | |
def display_chat_history(chain): | |
reply_container = st.container() | |
# Input teks biasa | |
user_input_obj = st.chat_input( | |
"Masukkan pertanyaan", | |
key="chat_input_field" | |
) | |
col2, col3 = st.columns([1, 1]) | |
# Tombol toggle suara | |
with col2: | |
if st.button("π Text-to-Speech Aktif" if st.session_state['should_speak'] else "π Text-to-Speech Nonaktif", | |
key="toggle_tts", | |
help="Aktifkan/Nonaktifkan Text-to-Speech", | |
use_container_width=True): | |
st.session_state['should_speak'] = not st.session_state['should_speak'] | |
st.experimental_rerun() | |
# Rekaman suara | |
with col3: | |
stt_text = speech_to_text( | |
start_prompt="π€ Input Suara", | |
stop_prompt="π Stop", | |
language='id', | |
just_once=True, | |
key='stt_input', | |
use_container_width=True, | |
) | |
# Jika hasil STT ada, pakai sebagai input | |
if stt_text: | |
st.session_state.input_text = stt_text | |
st.experimental_rerun() | |
# Ambil input dari teks atau STT | |
user_input = user_input_obj or st.session_state.get("input_text", "") | |
if user_input: | |
with st.spinner('Sedang membuat jawaban...'): | |
output = conversation_chat(user_input, chain, st.session_state['history']) | |
st.session_state['past'].append(user_input) | |
st.session_state['generated'].append(output) | |
st.session_state.input_text = "" | |
# Simpan output untuk TTS | |
if st.session_state['should_speak'] and output: | |
st.session_state['tts_output'] = output | |
if 'tts_played' in st.session_state: | |
del st.session_state['tts_played'] | |
# Tampilkan riwayat chat | |
if st.session_state['generated']: | |
with reply_container: | |
for i in range(len(st.session_state['generated'])): | |
message(st.session_state["past"][i], is_user=True, key=str(i) + '_user', avatar_style="no-avatar") | |
message(st.session_state["generated"][i], key=str(i), avatar_style="no-avatar") | |
# Tampilkan dan mainkan audio TTS jika ada | |
if st.session_state.get('tts_output') and not st.session_state.get('tts_played'): | |
st.markdown(text_to_speech(st.session_state['tts_output']), unsafe_allow_html=True) | |
st.session_state['tts_played'] = True | |
elif st.session_state.get('tts_played'): | |
st.session_state['tts_output'] = "" | |
del st.session_state['tts_played'] | |