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import streamlit as st | |
from streamlit_chat import message | |
from streamlit_mic_recorder import speech_to_text | |
import base64 | |
import asyncio | |
import edge_tts | |
import gtts | |
from hashlib import md5 | |
from io import BytesIO | |
from app.db import supabase | |
import os | |
import glob | |
import time | |
from dotenv import load_dotenv | |
load_dotenv() | |
# Bersihkan cache audio lama (opsional) | |
def clean_old_cache(tts_dir="cache_tts", max_age_hours=12): | |
now = time.time() | |
for f in glob.glob(os.path.join(tts_dir, "*.mp3")): | |
if os.stat(f).st_mtime < now - max_age_hours * 3600: | |
os.remove(f) | |
# Jalankan pembersihan saat startup | |
clean_old_cache() | |
def save_feedback_to_supabase(feedback_text): | |
try: | |
data = {"message": feedback_text} | |
supabase.table("feedback").insert(data).execute() | |
return True | |
except Exception as e: | |
st.error(f"Gagal menyimpan feedback: {e}") | |
return False | |
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'] = "" | |
if 'tts_played' not in st.session_state: | |
st.session_state['tts_played'] = True | |
# edge-tts fallback (cadangan) | |
async def generate_audio_edge(text, path, voice="id-ID-GadisNeural"): | |
communicate = edge_tts.Communicate(text, voice=voice) | |
await communicate.save(path) | |
# fungsi utama TTS dengan fallback | |
def text_to_speech(text): | |
cache_dir = "cache_tts" | |
os.makedirs(cache_dir, exist_ok=True) | |
filename = f"{md5(text.encode()).hexdigest()}.mp3" | |
path = os.path.join(cache_dir, filename) | |
if not os.path.exists(path): | |
try: | |
# β Utama: gTTS | |
tts = gtts.gTTS(text, lang="id") | |
tts.save(path) | |
except Exception as e: | |
print(f"[gTTS gagal] {e}") | |
try: | |
# β Cadangan: edge-tts | |
asyncio.run(generate_audio_edge(text, path)) | |
except Exception as e2: | |
print(f"[Edge-TTS juga gagal] {e2}") | |
st.warning("π Gagal membuat audio TTS.") | |
return "" | |
try: | |
with open(path, "rb") as audio_file: | |
audio_base64 = base64.b64encode(audio_file.read()).decode() | |
return f""" | |
<audio autoplay> | |
<source src="data:audio/mp3;base64,{audio_base64}" type="audio/mp3"> | |
</audio> | |
""" | |
except Exception as e: | |
print(f"[Error saat membaca audio] {e}") | |
return "" | |
def conversation_chat(query, chain, history): | |
result = chain({"question": query, "chat_history": history}) | |
history.append((query, result["answer"])) | |
return result["answer"] | |
def display_chat_history(chain): | |
reply_container = st.container() | |
user_input_obj = st.chat_input("Masukkan pertanyaan", key="chat_input_field") | |
col2, col3 = st.columns([1, 1]) | |
# Tombol TTS Aktif / Nonaktif | |
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() | |
# Tombol Input 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 ada STT | |
if stt_text: | |
st.session_state.input_text = stt_text | |
st.experimental_rerun() | |
# Ambil input user | |
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 = "" | |
# Reset flag supaya TTS siap memutar lagi | |
if st.session_state['should_speak'] and output: | |
st.session_state['tts_output'] = output | |
st.session_state['tts_played'] = False | |
# 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") | |
# Pemutaran TTS | |
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 | |