Update services/openai_realtime_service.py
Browse files
services/openai_realtime_service.py
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| 1 |
+
import asyncio
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| 2 |
+
import base64
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| 3 |
+
import json
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| 4 |
+
from pathlib import Path
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| 5 |
+
import gradio as gr
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| 6 |
+
import numpy as np
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| 7 |
+
import openai
|
| 8 |
+
from dotenv import load_dotenv
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| 9 |
+
from fastapi import FastAPI
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| 10 |
+
from fastapi.responses import HTMLResponse, StreamingResponse
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| 11 |
+
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| 12 |
+
# Thêm vào imports hiện tại
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| 13 |
+
from fastrtc import (
|
| 14 |
+
AdditionalOutputs,
|
| 15 |
+
AsyncStreamHandler,
|
| 16 |
+
Stream,
|
| 17 |
+
get_twilio_turn_credentials,
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| 18 |
+
wait_for_item,
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| 19 |
+
)
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| 20 |
+
from gradio.utils import get_space
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| 21 |
+
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| 22 |
+
class OpenAIRealtimeService:
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| 23 |
+
"""Dịch vụ OpenAI Realtime API cho streaming chất lượng cao"""
|
| 24 |
+
|
| 25 |
+
def __init__(self, api_key: str):
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| 26 |
+
self.client = openai.AsyncOpenAI(api_key=api_key)
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| 27 |
+
self.connection = None
|
| 28 |
+
self.is_active = False
|
| 29 |
+
|
| 30 |
+
async def start_session(self):
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| 31 |
+
"""Bắt đầu session OpenAI Realtime"""
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| 32 |
+
try:
|
| 33 |
+
self.connection = await self.client.beta.realtime.connect(
|
| 34 |
+
model="gpt-4o-mini-realtime-preview-2024-12-17"
|
| 35 |
+
)
|
| 36 |
+
|
| 37 |
+
# Cấu hình session
|
| 38 |
+
await self.connection.session.update(
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| 39 |
+
session={
|
| 40 |
+
"turn_detection": {"type": "server_vad"},
|
| 41 |
+
"input_audio_transcription": {
|
| 42 |
+
"model": "whisper-1",
|
| 43 |
+
"language": "vi", # Hỗ trợ tiếng Việt
|
| 44 |
+
},
|
| 45 |
+
}
|
| 46 |
+
)
|
| 47 |
+
|
| 48 |
+
self.is_active = True
|
| 49 |
+
print("✅ OpenAI Realtime session started")
|
| 50 |
+
return True
|
| 51 |
+
|
| 52 |
+
except Exception as e:
|
| 53 |
+
print(f"❌ Lỗi khởi động OpenAI Realtime: {e}")
|
| 54 |
+
return False
|
| 55 |
+
|
| 56 |
+
async def process_audio_chunk(self, audio_chunk: np.ndarray, sample_rate: int = 24000):
|
| 57 |
+
"""Xử lý audio chunk với OpenAI Realtime API"""
|
| 58 |
+
if not self.connection or not self.is_active:
|
| 59 |
+
return None
|
| 60 |
+
|
| 61 |
+
try:
|
| 62 |
+
# Chuẩn hóa audio
|
| 63 |
+
if sample_rate != 24000:
|
| 64 |
+
audio_chunk = self._resample_audio(audio_chunk, sample_rate, 24000)
|
| 65 |
+
|
| 66 |
+
# Encode audio
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| 67 |
+
audio_message = base64.b64encode(audio_chunk.tobytes()).decode("utf-8")
|
| 68 |
+
|
| 69 |
+
# Gửi đến OpenAI
|
| 70 |
+
await self.connection.input_audio_buffer.append(audio=audio_message)
|
| 71 |
+
|
| 72 |
+
except Exception as e:
|
| 73 |
+
print(f"❌ Lỗi xử lý audio với OpenAI: {e}")
|
| 74 |
+
|
| 75 |
+
async def get_responses(self):
|
| 76 |
+
"""Lấy responses từ OpenAI Realtime API"""
|
| 77 |
+
if not self.connection:
|
| 78 |
+
return
|
| 79 |
+
|
| 80 |
+
async for event in self.connection:
|
| 81 |
+
if event.type == "input_audio_buffer.speech_started":
|
| 82 |
+
yield {"type": "speech_started"}
|
| 83 |
+
|
| 84 |
+
elif event.type == "conversation.item.input_audio_transcription.completed":
|
| 85 |
+
yield {
|
| 86 |
+
"type": "user_transcription",
|
| 87 |
+
"content": event.transcript,
|
| 88 |
+
"role": "user"
|
| 89 |
+
}
|
| 90 |
+
|
| 91 |
+
elif event.type == "response.audio_transcript.done":
|
| 92 |
+
yield {
|
| 93 |
+
"type": "assistant_transcription",
|
| 94 |
+
"content": event.transcript,
|
| 95 |
+
"role": "assistant"
|
| 96 |
+
}
|
| 97 |
+
|
| 98 |
+
elif event.type == "response.audio.delta":
|
| 99 |
+
audio_data = np.frombuffer(
|
| 100 |
+
base64.b64decode(event.delta), dtype=np.int16
|
| 101 |
+
)
|
| 102 |
+
yield {
|
| 103 |
+
"type": "audio_delta",
|
| 104 |
+
"audio": audio_data,
|
| 105 |
+
"sample_rate": 24000
|
| 106 |
+
}
|
| 107 |
+
|
| 108 |
+
async def close(self):
|
| 109 |
+
"""Đóng kết nối"""
|
| 110 |
+
if self.connection:
|
| 111 |
+
await self.connection.close()
|
| 112 |
+
self.is_active = False
|
| 113 |
+
print("🛑 OpenAI Realtime session closed")
|
| 114 |
+
|
| 115 |
+
class HybridStreamingService:
|
| 116 |
+
"""Service kết hợp VOSK local và OpenAI Realtime"""
|
| 117 |
+
|
| 118 |
+
def __init__(self, groq_client, rag_system, tts_service, openai_key: str = None):
|
| 119 |
+
self.groq_client = groq_client
|
| 120 |
+
self.rag_system = rag_system
|
| 121 |
+
self.tts_service = tts_service
|
| 122 |
+
|
| 123 |
+
# Local ASR với VOSK
|
| 124 |
+
self.vosk_asr = VoskStreamingASR()
|
| 125 |
+
self.vad_processor = SileroVAD()
|
| 126 |
+
|
| 127 |
+
# OpenAI Realtime API
|
| 128 |
+
self.openai_service = None
|
| 129 |
+
if openai_key:
|
| 130 |
+
self.openai_service = OpenAIRealtimeService(openai_key)
|
| 131 |
+
|
| 132 |
+
self.current_mode = "local" # 'local' hoặc 'openai'
|
| 133 |
+
self.is_listening = False
|
| 134 |
+
|
| 135 |
+
async def start_listening(self, speech_callback: Callable, mode: str = "auto"):
|
| 136 |
+
"""Bắt đầu lắng nghe với mode lựa chọn"""
|
| 137 |
+
self.current_callback = speech_callback
|
| 138 |
+
|
| 139 |
+
if mode == "openai" and self.openai_service:
|
| 140 |
+
return await self._start_openai_mode()
|
| 141 |
+
else:
|
| 142 |
+
return self._start_local_mode()
|
| 143 |
+
|
| 144 |
+
async def _start_openai_mode(self):
|
| 145 |
+
"""Khởi động chế độ OpenAI Realtime"""
|
| 146 |
+
try:
|
| 147 |
+
success = await self.openai_service.start_session()
|
| 148 |
+
if success:
|
| 149 |
+
self.is_listening = True
|
| 150 |
+
self.current_mode = "openai"
|
| 151 |
+
|
| 152 |
+
# Khởi động background task để nhận responses
|
| 153 |
+
asyncio.create_task(self._openai_response_handler())
|
| 154 |
+
|
| 155 |
+
if self.current_callback:
|
| 156 |
+
self.current_callback({
|
| 157 |
+
'transcription': "Đã bắt đầu với OpenAI Realtime...",
|
| 158 |
+
'response': "",
|
| 159 |
+
'tts_audio': None,
|
| 160 |
+
'status': 'openai_listening'
|
| 161 |
+
})
|
| 162 |
+
|
| 163 |
+
return True
|
| 164 |
+
return False
|
| 165 |
+
|
| 166 |
+
except Exception as e:
|
| 167 |
+
print(f"❌ Lỗi khởi động OpenAI mode: {e}")
|
| 168 |
+
return False
|
| 169 |
+
|
| 170 |
+
def _start_local_mode(self):
|
| 171 |
+
"""Khởi động chế độ local VOSK"""
|
| 172 |
+
try:
|
| 173 |
+
if self.vosk_asr.start_stream() and self.vad_processor.start_stream(self._on_speech_detected):
|
| 174 |
+
self.is_listening = True
|
| 175 |
+
self.current_mode = "local"
|
| 176 |
+
|
| 177 |
+
# Khởi động worker threads
|
| 178 |
+
self._start_worker_threads()
|
| 179 |
+
|
| 180 |
+
if self.current_callback:
|
| 181 |
+
self.current_callback({
|
| 182 |
+
'transcription': "Đã bắt đầu với VOSK local...",
|
| 183 |
+
'response': "",
|
| 184 |
+
'tts_audio': None,
|
| 185 |
+
'status': 'local_listening'
|
| 186 |
+
})
|
| 187 |
+
|
| 188 |
+
return True
|
| 189 |
+
return False
|
| 190 |
+
|
| 191 |
+
except Exception as e:
|
| 192 |
+
print(f"❌ Lỗi khởi động local mode: {e}")
|
| 193 |
+
return False
|
| 194 |
+
|
| 195 |
+
async def _openai_response_handler(self):
|
| 196 |
+
"""Xử lý responses từ OpenAI Realtime"""
|
| 197 |
+
try:
|
| 198 |
+
async for response in self.openai_service.get_responses():
|
| 199 |
+
if response['type'] == 'user_transcription' and self.current_callback:
|
| 200 |
+
self.current_callback({
|
| 201 |
+
'transcription': response['content'],
|
| 202 |
+
'response': "Đang xử lý...",
|
| 203 |
+
'tts_audio': None,
|
| 204 |
+
'status': 'processing'
|
| 205 |
+
})
|
| 206 |
+
|
| 207 |
+
elif response['type'] == 'assistant_transcription' and self.current_callback:
|
| 208 |
+
self.current_callback({
|
| 209 |
+
'transcription': "", # Giữ transcription cũ
|
| 210 |
+
'response': response['content'],
|
| 211 |
+
'tts_audio': None,
|
| 212 |
+
'status': 'completed'
|
| 213 |
+
})
|
| 214 |
+
|
| 215 |
+
elif response['type'] == 'audio_delta' and self.current_callback:
|
| 216 |
+
# Xử lý audio real-time từ OpenAI
|
| 217 |
+
audio_path = self._save_temp_audio(response['audio'], response['sample_rate'])
|
| 218 |
+
self.current_callback({
|
| 219 |
+
'transcription': "",
|
| 220 |
+
'response': "",
|
| 221 |
+
'tts_audio': audio_path,
|
| 222 |
+
'status': 'audio_streaming'
|
| 223 |
+
})
|
| 224 |
+
|
| 225 |
+
except Exception as e:
|
| 226 |
+
print(f"❌ Lỗi OpenAI response handler: {e}")
|