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Create stt_deepgram.py
Browse files- stt/stt_deepgram.py +425 -0
stt/stt_deepgram.py
ADDED
@@ -0,0 +1,425 @@
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1 |
+
"""
|
2 |
+
Deepgram Speech-to-Text Implementation
|
3 |
+
"""
|
4 |
+
import os
|
5 |
+
import asyncio
|
6 |
+
import websockets
|
7 |
+
import json
|
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 |
+
|
20 |
+
|
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
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30 |
+
self.is_streaming = False
|
31 |
+
self.responses_queue = queue.Queue(maxsize=100)
|
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"
|