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Create stt_deepgram.py
Browse files- stt/stt_deepgram.py +425 -0
stt/stt_deepgram.py
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| 1 |
+
"""
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| 2 |
+
Deepgram Speech-to-Text Implementation
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| 3 |
+
"""
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| 4 |
+
import os
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| 5 |
+
import asyncio
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| 6 |
+
import websockets
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| 7 |
+
import json
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| 8 |
+
from typing import AsyncIterator, Optional, List, Any, Dict
|
| 9 |
+
from datetime import datetime
|
| 10 |
+
import queue
|
| 11 |
+
import threading
|
| 12 |
+
import time
|
| 13 |
+
import traceback
|
| 14 |
+
import base64
|
| 15 |
+
from urllib.parse import urlencode
|
| 16 |
+
|
| 17 |
+
from utils.logger import log_info, log_error, log_debug, log_warning
|
| 18 |
+
from .stt_interface import STTInterface, STTConfig, TranscriptionResult
|
| 19 |
+
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| 20 |
+
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| 21 |
+
class DeepgramSTT(STTInterface):
|
| 22 |
+
"""Deepgram Speech-to-Text implementation with advanced VAD support"""
|
| 23 |
+
|
| 24 |
+
def __init__(self, api_key: str):
|
| 25 |
+
if not api_key:
|
| 26 |
+
raise ValueError("Deepgram API key is required")
|
| 27 |
+
|
| 28 |
+
self.api_key = api_key
|
| 29 |
+
self.websocket = None
|
| 30 |
+
self.is_streaming = False
|
| 31 |
+
self.responses_queue = queue.Queue(maxsize=100)
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| 32 |
+
self.ws_thread = None
|
| 33 |
+
self.stop_event = threading.Event()
|
| 34 |
+
|
| 35 |
+
# Session tracking
|
| 36 |
+
self.session_id = 0
|
| 37 |
+
self.total_audio_bytes = 0
|
| 38 |
+
self.total_chunks = 0
|
| 39 |
+
|
| 40 |
+
# VAD tracking
|
| 41 |
+
self.vad_enabled = False
|
| 42 |
+
self.last_speech_end_time = None
|
| 43 |
+
|
| 44 |
+
log_info(f"β
Deepgram STT initialized")
|
| 45 |
+
|
| 46 |
+
def _get_websocket_url(self, config: STTConfig) -> str:
|
| 47 |
+
"""Build Deepgram WebSocket URL with parameters"""
|
| 48 |
+
base_url = "wss://api.deepgram.com/v1/listen"
|
| 49 |
+
|
| 50 |
+
params = {
|
| 51 |
+
"language": config.language,
|
| 52 |
+
"model": "nova-2", # Use Nova-2 for best performance
|
| 53 |
+
"punctuate": str(config.enable_punctuation).lower(),
|
| 54 |
+
"interim_results": str(config.interim_results).lower(),
|
| 55 |
+
"utterance_end_ms": str(config.speech_timeout_ms),
|
| 56 |
+
"vad_events": str(config.vad_enabled).lower(),
|
| 57 |
+
"smart_format": "true",
|
| 58 |
+
"no_delay": "true", # Low latency mode
|
| 59 |
+
"encoding": self._map_encoding(config.encoding),
|
| 60 |
+
"sample_rate": str(config.sample_rate)
|
| 61 |
+
}
|
| 62 |
+
|
| 63 |
+
# Add endpointing for VAD support
|
| 64 |
+
if config.vad_enabled:
|
| 65 |
+
params["endpointing"] = str(config.speech_timeout_ms)
|
| 66 |
+
|
| 67 |
+
# Single utterance mode
|
| 68 |
+
if config.single_utterance:
|
| 69 |
+
params["utterance_end_ms"] = "1000" # Faster end detection for single utterance
|
| 70 |
+
|
| 71 |
+
query_string = urlencode(params)
|
| 72 |
+
return f"{base_url}?{query_string}"
|
| 73 |
+
|
| 74 |
+
def _map_encoding(self, encoding: str) -> str:
|
| 75 |
+
"""Map encoding to Deepgram format"""
|
| 76 |
+
encoding_map = {
|
| 77 |
+
"WEBM_OPUS": "webm-opus",
|
| 78 |
+
"LINEAR16": "linear16",
|
| 79 |
+
"FLAC": "flac",
|
| 80 |
+
"MP3": "mp3",
|
| 81 |
+
"OGG_OPUS": "ogg-opus",
|
| 82 |
+
}
|
| 83 |
+
return encoding_map.get(encoding, "webm-opus")
|
| 84 |
+
|
| 85 |
+
async def start_streaming(self, config: STTConfig) -> None:
|
| 86 |
+
"""Initialize streaming session with WebSocket"""
|
| 87 |
+
try:
|
| 88 |
+
# Stop any existing stream
|
| 89 |
+
if self.is_streaming or self.ws_thread:
|
| 90 |
+
log_warning("β οΈ Previous stream still active, stopping it first")
|
| 91 |
+
await self.stop_streaming()
|
| 92 |
+
await asyncio.sleep(0.5)
|
| 93 |
+
|
| 94 |
+
# Reset session data
|
| 95 |
+
self._reset_session_data()
|
| 96 |
+
|
| 97 |
+
log_info(f"π€ Starting Deepgram STT streaming session #{self.session_id}")
|
| 98 |
+
log_debug(f"Config: language={config.language}, vad={config.vad_enabled}, interim={config.interim_results}")
|
| 99 |
+
|
| 100 |
+
# Clear stop event
|
| 101 |
+
self.stop_event.clear()
|
| 102 |
+
|
| 103 |
+
# Store config
|
| 104 |
+
self.config = config
|
| 105 |
+
self.vad_enabled = config.vad_enabled
|
| 106 |
+
|
| 107 |
+
# Start WebSocket thread
|
| 108 |
+
self.is_streaming = True
|
| 109 |
+
self.ws_thread = threading.Thread(
|
| 110 |
+
target=self._run_websocket,
|
| 111 |
+
args=(config,),
|
| 112 |
+
name=f"DeepgramSTT-Session-{self.session_id}"
|
| 113 |
+
)
|
| 114 |
+
self.ws_thread.daemon = True
|
| 115 |
+
self.ws_thread.start()
|
| 116 |
+
|
| 117 |
+
# Wait a bit for connection
|
| 118 |
+
await asyncio.sleep(0.5)
|
| 119 |
+
|
| 120 |
+
if not self.is_streaming:
|
| 121 |
+
raise RuntimeError("Failed to establish WebSocket connection")
|
| 122 |
+
|
| 123 |
+
log_info(f"β
Deepgram STT streaming session #{self.session_id} started successfully")
|
| 124 |
+
|
| 125 |
+
except Exception as e:
|
| 126 |
+
log_error(f"β Failed to start Deepgram STT streaming", error=str(e))
|
| 127 |
+
self.is_streaming = False
|
| 128 |
+
self.websocket = None
|
| 129 |
+
raise
|
| 130 |
+
|
| 131 |
+
async def stream_audio(self, audio_chunk: bytes) -> AsyncIterator[TranscriptionResult]:
|
| 132 |
+
"""Stream audio chunk and get transcription results"""
|
| 133 |
+
if not self.is_streaming:
|
| 134 |
+
raise RuntimeError("Streaming not started. Call start_streaming() first.")
|
| 135 |
+
|
| 136 |
+
try:
|
| 137 |
+
# Send audio to WebSocket
|
| 138 |
+
if self.websocket and not self.websocket.closed:
|
| 139 |
+
# Send as binary data
|
| 140 |
+
await asyncio.get_event_loop().run_in_executor(
|
| 141 |
+
None,
|
| 142 |
+
self._send_audio_sync,
|
| 143 |
+
audio_chunk
|
| 144 |
+
)
|
| 145 |
+
|
| 146 |
+
self.total_chunks += 1
|
| 147 |
+
self.total_bytes += len(audio_chunk)
|
| 148 |
+
|
| 149 |
+
# Log progress
|
| 150 |
+
if self.total_chunks % 50 == 0:
|
| 151 |
+
log_debug(f"π Progress: {self.total_chunks} chunks, {self.total_bytes/1024:.1f}KB total")
|
| 152 |
+
|
| 153 |
+
# Check for results
|
| 154 |
+
while True:
|
| 155 |
+
try:
|
| 156 |
+
result = self.responses_queue.get_nowait()
|
| 157 |
+
yield result
|
| 158 |
+
except queue.Empty:
|
| 159 |
+
break
|
| 160 |
+
|
| 161 |
+
except Exception as e:
|
| 162 |
+
log_error(f"β Deepgram STT streaming error", error=str(e))
|
| 163 |
+
self.is_streaming = False
|
| 164 |
+
raise
|
| 165 |
+
|
| 166 |
+
def _send_audio_sync(self, audio_chunk: bytes):
|
| 167 |
+
"""Synchronous method to send audio"""
|
| 168 |
+
if self.websocket and not self.websocket.closed:
|
| 169 |
+
try:
|
| 170 |
+
asyncio.run(self.websocket.send(audio_chunk))
|
| 171 |
+
except Exception as e:
|
| 172 |
+
log_error(f"β Error sending audio chunk: {e}")
|
| 173 |
+
|
| 174 |
+
async def stop_streaming(self) -> Optional[TranscriptionResult]:
|
| 175 |
+
"""Stop streaming and clean up"""
|
| 176 |
+
if not self.is_streaming and not self.ws_thread:
|
| 177 |
+
log_debug("Already stopped, nothing to do")
|
| 178 |
+
return None
|
| 179 |
+
|
| 180 |
+
try:
|
| 181 |
+
log_info(f"π Stopping Deepgram STT streaming session #{self.session_id}")
|
| 182 |
+
|
| 183 |
+
# Set stop flag
|
| 184 |
+
self.is_streaming = False
|
| 185 |
+
self.stop_event.set()
|
| 186 |
+
|
| 187 |
+
# Close WebSocket
|
| 188 |
+
if self.websocket and not self.websocket.closed:
|
| 189 |
+
try:
|
| 190 |
+
await self.websocket.close()
|
| 191 |
+
except:
|
| 192 |
+
pass
|
| 193 |
+
|
| 194 |
+
# Wait for thread
|
| 195 |
+
if self.ws_thread and self.ws_thread.is_alive():
|
| 196 |
+
log_info("β³ Waiting for WebSocket thread to finish...")
|
| 197 |
+
self.ws_thread.join(timeout=5.0)
|
| 198 |
+
|
| 199 |
+
if self.ws_thread.is_alive():
|
| 200 |
+
log_warning("β οΈ WebSocket thread did not stop gracefully")
|
| 201 |
+
else:
|
| 202 |
+
log_info("β
WebSocket thread finished")
|
| 203 |
+
|
| 204 |
+
# Get final result
|
| 205 |
+
final_result = None
|
| 206 |
+
while not self.responses_queue.empty():
|
| 207 |
+
try:
|
| 208 |
+
result = self.responses_queue.get_nowait()
|
| 209 |
+
if result.is_final:
|
| 210 |
+
final_result = result
|
| 211 |
+
except queue.Empty:
|
| 212 |
+
break
|
| 213 |
+
|
| 214 |
+
# Reset
|
| 215 |
+
self.websocket = None
|
| 216 |
+
self.ws_thread = None
|
| 217 |
+
self.stop_event.clear()
|
| 218 |
+
|
| 219 |
+
log_info(f"β
Deepgram STT streaming session #{self.session_id} stopped")
|
| 220 |
+
return final_result
|
| 221 |
+
|
| 222 |
+
except Exception as e:
|
| 223 |
+
log_error(f"β Error during stop_streaming", error=str(e))
|
| 224 |
+
self.is_streaming = False
|
| 225 |
+
self.websocket = None
|
| 226 |
+
self.ws_thread = None
|
| 227 |
+
return None
|
| 228 |
+
|
| 229 |
+
def _run_websocket(self, config: STTConfig):
|
| 230 |
+
"""Run WebSocket connection in separate thread"""
|
| 231 |
+
asyncio.set_event_loop(asyncio.new_event_loop())
|
| 232 |
+
loop = asyncio.get_event_loop()
|
| 233 |
+
|
| 234 |
+
try:
|
| 235 |
+
loop.run_until_complete(self._websocket_handler(config))
|
| 236 |
+
except Exception as e:
|
| 237 |
+
log_error(f"β WebSocket thread error", error=str(e), traceback=traceback.format_exc())
|
| 238 |
+
finally:
|
| 239 |
+
loop.close()
|
| 240 |
+
self.is_streaming = False
|
| 241 |
+
|
| 242 |
+
async def _websocket_handler(self, config: STTConfig):
|
| 243 |
+
"""Handle WebSocket connection and messages"""
|
| 244 |
+
url = self._get_websocket_url(config)
|
| 245 |
+
headers = {
|
| 246 |
+
"Authorization": f"Token {self.api_key}"
|
| 247 |
+
}
|
| 248 |
+
|
| 249 |
+
try:
|
| 250 |
+
log_info(f"π Connecting to Deepgram WebSocket...")
|
| 251 |
+
|
| 252 |
+
async with websockets.connect(url, extra_headers=headers) as websocket:
|
| 253 |
+
self.websocket = websocket
|
| 254 |
+
log_info(f"β
Connected to Deepgram WebSocket")
|
| 255 |
+
|
| 256 |
+
# Send keep-alive and receive messages
|
| 257 |
+
receive_task = asyncio.create_task(self._receive_messages())
|
| 258 |
+
keepalive_task = asyncio.create_task(self._send_keepalive())
|
| 259 |
+
|
| 260 |
+
# Wait until stop event or connection closes
|
| 261 |
+
while not self.stop_event.is_set() and not websocket.closed:
|
| 262 |
+
await asyncio.sleep(0.1)
|
| 263 |
+
|
| 264 |
+
# Cancel tasks
|
| 265 |
+
receive_task.cancel()
|
| 266 |
+
keepalive_task.cancel()
|
| 267 |
+
|
| 268 |
+
try:
|
| 269 |
+
await receive_task
|
| 270 |
+
await keepalive_task
|
| 271 |
+
except asyncio.CancelledError:
|
| 272 |
+
pass
|
| 273 |
+
|
| 274 |
+
except Exception as e:
|
| 275 |
+
log_error(f"β WebSocket connection error", error=str(e))
|
| 276 |
+
self.is_streaming = False
|
| 277 |
+
|
| 278 |
+
async def _receive_messages(self):
|
| 279 |
+
"""Receive and process messages from WebSocket"""
|
| 280 |
+
try:
|
| 281 |
+
async for message in self.websocket:
|
| 282 |
+
if self.stop_event.is_set():
|
| 283 |
+
break
|
| 284 |
+
|
| 285 |
+
try:
|
| 286 |
+
data = json.loads(message)
|
| 287 |
+
self._process_deepgram_message(data)
|
| 288 |
+
except json.JSONDecodeError as e:
|
| 289 |
+
log_error(f"β Failed to parse message: {e}")
|
| 290 |
+
|
| 291 |
+
except websockets.exceptions.ConnectionClosed:
|
| 292 |
+
log_info("WebSocket connection closed")
|
| 293 |
+
except Exception as e:
|
| 294 |
+
log_error(f"β Error receiving messages: {e}")
|
| 295 |
+
|
| 296 |
+
async def _send_keepalive(self):
|
| 297 |
+
"""Send keepalive messages to maintain connection"""
|
| 298 |
+
try:
|
| 299 |
+
while not self.stop_event.is_set():
|
| 300 |
+
if self.websocket and not self.websocket.closed:
|
| 301 |
+
await self.websocket.send(json.dumps({"type": "KeepAlive"}))
|
| 302 |
+
await asyncio.sleep(8) # Deepgram requires keepalive every 10s
|
| 303 |
+
except Exception as e:
|
| 304 |
+
log_debug(f"Keepalive stopped: {e}")
|
| 305 |
+
|
| 306 |
+
def _process_deepgram_message(self, data: Dict[str, Any]):
|
| 307 |
+
"""Process Deepgram response message"""
|
| 308 |
+
msg_type = data.get("type", "")
|
| 309 |
+
|
| 310 |
+
if msg_type == "Results":
|
| 311 |
+
# Transcription result
|
| 312 |
+
channel = data.get("channel", {})
|
| 313 |
+
alternatives = channel.get("alternatives", [])
|
| 314 |
+
|
| 315 |
+
if alternatives:
|
| 316 |
+
alt = alternatives[0]
|
| 317 |
+
transcript = alt.get("transcript", "")
|
| 318 |
+
confidence = alt.get("confidence", 0.0)
|
| 319 |
+
is_final = data.get("is_final", False)
|
| 320 |
+
|
| 321 |
+
# Skip empty transcripts unless it's a final result
|
| 322 |
+
if transcript.strip() or is_final:
|
| 323 |
+
result = TranscriptionResult(
|
| 324 |
+
text=transcript,
|
| 325 |
+
is_final=is_final,
|
| 326 |
+
confidence=confidence,
|
| 327 |
+
timestamp=datetime.now().timestamp()
|
| 328 |
+
)
|
| 329 |
+
|
| 330 |
+
# Queue result
|
| 331 |
+
try:
|
| 332 |
+
self.responses_queue.put(result)
|
| 333 |
+
|
| 334 |
+
if is_final:
|
| 335 |
+
log_info(f"π― FINAL: '{transcript}'")
|
| 336 |
+
else:
|
| 337 |
+
log_debug(f"π Interim: '{transcript}'")
|
| 338 |
+
|
| 339 |
+
except queue.Full:
|
| 340 |
+
log_warning("β οΈ Response queue full")
|
| 341 |
+
|
| 342 |
+
elif msg_type == "SpeechStarted":
|
| 343 |
+
# VAD: Speech started
|
| 344 |
+
log_debug("π€ VAD: Speech started")
|
| 345 |
+
|
| 346 |
+
elif msg_type == "UtteranceEnd":
|
| 347 |
+
# VAD: Utterance ended
|
| 348 |
+
log_debug("π VAD: Utterance ended")
|
| 349 |
+
self.last_speech_end_time = datetime.now()
|
| 350 |
+
|
| 351 |
+
# For single utterance mode, this signals end
|
| 352 |
+
if hasattr(self, 'config') and self.config.single_utterance:
|
| 353 |
+
log_info("β
Single utterance completed - VAD triggered")
|
| 354 |
+
|
| 355 |
+
elif msg_type == "Error":
|
| 356 |
+
# Error message
|
| 357 |
+
error = data.get("error", {})
|
| 358 |
+
log_error(f"β Deepgram error: {error}")
|
| 359 |
+
|
| 360 |
+
elif msg_type == "Metadata":
|
| 361 |
+
# Connection metadata
|
| 362 |
+
log_debug(f"Metadata: {data}")
|
| 363 |
+
|
| 364 |
+
def _reset_session_data(self):
|
| 365 |
+
"""Reset session-specific data"""
|
| 366 |
+
# Clear queue
|
| 367 |
+
while not self.responses_queue.empty():
|
| 368 |
+
try:
|
| 369 |
+
self.responses_queue.get_nowait()
|
| 370 |
+
except:
|
| 371 |
+
pass
|
| 372 |
+
|
| 373 |
+
# Reset counters
|
| 374 |
+
self.total_audio_bytes = 0
|
| 375 |
+
self.total_chunks = 0
|
| 376 |
+
self.session_id += 1
|
| 377 |
+
self.last_speech_end_time = None
|
| 378 |
+
|
| 379 |
+
log_info(f"π Deepgram STT session data reset. New session ID: {self.session_id}")
|
| 380 |
+
|
| 381 |
+
def supports_realtime(self) -> bool:
|
| 382 |
+
"""Deepgram supports real-time streaming"""
|
| 383 |
+
return True
|
| 384 |
+
|
| 385 |
+
def get_supported_languages(self) -> List[str]:
|
| 386 |
+
"""Get list of supported language codes"""
|
| 387 |
+
# Deepgram supports 36+ languages with Nova-2
|
| 388 |
+
return [
|
| 389 |
+
"tr", # Turkish
|
| 390 |
+
"en", # English
|
| 391 |
+
"en-US", # English (US)
|
| 392 |
+
"en-GB", # English (UK)
|
| 393 |
+
"de", # German
|
| 394 |
+
"fr", # French
|
| 395 |
+
"es", # Spanish
|
| 396 |
+
"it", # Italian
|
| 397 |
+
"pt", # Portuguese
|
| 398 |
+
"ru", # Russian
|
| 399 |
+
"ja", # Japanese
|
| 400 |
+
"ko", # Korean
|
| 401 |
+
"zh", # Chinese
|
| 402 |
+
"ar", # Arabic
|
| 403 |
+
"nl", # Dutch
|
| 404 |
+
"sv", # Swedish
|
| 405 |
+
"pl", # Polish
|
| 406 |
+
"hi", # Hindi
|
| 407 |
+
"cs", # Czech
|
| 408 |
+
"da", # Danish
|
| 409 |
+
"fi", # Finnish
|
| 410 |
+
"el", # Greek
|
| 411 |
+
"he", # Hebrew
|
| 412 |
+
"hu", # Hungarian
|
| 413 |
+
"id", # Indonesian
|
| 414 |
+
"ms", # Malay
|
| 415 |
+
"no", # Norwegian
|
| 416 |
+
"ro", # Romanian
|
| 417 |
+
"sk", # Slovak
|
| 418 |
+
"th", # Thai
|
| 419 |
+
"uk", # Ukrainian
|
| 420 |
+
"vi", # Vietnamese
|
| 421 |
+
]
|
| 422 |
+
|
| 423 |
+
def get_provider_name(self) -> str:
|
| 424 |
+
"""Get provider name"""
|
| 425 |
+
return "deepgram"
|