File size: 33,130 Bytes
890fc3a
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6898f57
890fc3a
 
 
 
 
 
 
 
 
 
 
 
 
 
81c06f1
890fc3a
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
86714dd
890fc3a
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
275b59b
 
890fc3a
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
2dfdba6
890fc3a
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
dfec660
 
 
65db296
 
 
aa12ff4
65db296
 
87c557a
65db296
87c557a
 
 
 
 
 
 
 
 
 
 
 
 
65db296
87c557a
65db296
 
 
 
 
 
 
 
 
 
 
 
 
 
 
6e6fa97
 
 
 
 
 
890fc3a
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7040225
 
890fc3a
 
 
 
2dfdba6
890fc3a
 
 
 
 
 
 
 
 
d7f0bbd
 
890fc3a
d7f0bbd
890fc3a
 
 
 
d7f0bbd
890fc3a
 
 
 
 
 
 
d7f0bbd
 
890fc3a
6f7a422
890fc3a
 
 
 
 
 
d7f0bbd
890fc3a
 
d7f0bbd
890fc3a
 
95815ee
890fc3a
d7f0bbd
 
6941371
d7f0bbd
 
 
 
 
 
 
e0dea2b
 
05cebb3
b0a5e07
6f489d0
05cebb3
cd2cafa
 
e0dea2b
 
cd2cafa
6f489d0
 
cd2cafa
 
e0dea2b
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
b0a5e07
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
e0dea2b
 
 
 
 
 
 
 
 
 
95815ee
e0dea2b
 
890fc3a
 
d7f0bbd
 
 
 
 
 
890fc3a
d7f0bbd
306141a
890fc3a
d7f0bbd
 
 
 
 
 
 
306141a
d7f0bbd
 
 
306141a
d7f0bbd
890fc3a
d7f0bbd
 
890fc3a
 
d7f0bbd
890fc3a
 
 
 
 
 
 
 
 
ef0730d
 
 
 
 
 
 
 
 
b0a5e07
890fc3a
 
 
 
2dfdba6
 
 
 
890fc3a
 
d7f0bbd
890fc3a
d7f0bbd
890fc3a
 
 
 
 
 
 
d7f0bbd
890fc3a
 
 
 
 
 
 
 
 
 
ef0730d
890fc3a
 
 
 
 
7040225
890fc3a
 
c582b8f
 
 
 
 
 
 
 
 
 
 
 
 
 
e5e4cc9
c582b8f
 
 
 
 
c14252e
c582b8f
 
 
 
09d0f4e
c582b8f
 
7040225
c582b8f
 
e5e4cc9
7040225
 
 
 
 
 
 
 
 
 
c582b8f
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
7040225
 
 
 
 
 
c582b8f
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
4c14f2d
890fc3a
 
 
 
 
d7f0bbd
890fc3a
 
 
 
d7f0bbd
890fc3a
 
 
 
 
 
 
 
d7f0bbd
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
890fc3a
 
 
 
 
 
 
 
d7f0bbd
890fc3a
 
 
 
d7f0bbd
890fc3a
4c14f2d
890fc3a
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
d7f0bbd
 
890fc3a
 
 
 
 
d7f0bbd
 
890fc3a
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
d7f0bbd
890fc3a
 
 
 
 
 
d7f0bbd
890fc3a
 
 
 
 
 
 
 
 
 
 
d7f0bbd
890fc3a
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
 
d7f0bbd
 
890fc3a
 
d7f0bbd
890fc3a
 
 
 
 
 
 
 
 
9e1ff71
 
d7f0bbd
2f5881d
d7f0bbd
 
 
 
2f5881d
890fc3a
9e1ff71
2f5881d
 
890fc3a
d7f0bbd
9e1ff71
2f5881d
890fc3a
 
d7f0bbd
890fc3a
 
2f5881d
890fc3a
d7f0bbd
 
 
890fc3a
 
 
2f5881d
479a219
 
d7f0bbd
9e1ff71
479a219
 
 
 
 
 
d7f0bbd
479a219
 
d7f0bbd
 
479a219
 
890fc3a
d7f0bbd
890fc3a
 
 
d7f0bbd
890fc3a
d7f0bbd
890fc3a
 
 
 
 
 
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60
61
62
63
64
65
66
67
68
69
70
71
72
73
74
75
76
77
78
79
80
81
82
83
84
85
86
87
88
89
90
91
92
93
94
95
96
97
98
99
100
101
102
103
104
105
106
107
108
109
110
111
112
113
114
115
116
117
118
119
120
121
122
123
124
125
126
127
128
129
130
131
132
133
134
135
136
137
138
139
140
141
142
143
144
145
146
147
148
149
150
151
152
153
154
155
156
157
158
159
160
161
162
163
164
165
166
167
168
169
170
171
172
173
174
175
176
177
178
179
180
181
182
183
184
185
186
187
188
189
190
191
192
193
194
195
196
197
198
199
200
201
202
203
204
205
206
207
208
209
210
211
212
213
214
215
216
217
218
219
220
221
222
223
224
225
226
227
228
229
230
231
232
233
234
235
236
237
238
239
240
241
242
243
244
245
246
247
248
249
250
251
252
253
254
255
256
257
258
259
260
261
262
263
264
265
266
267
268
269
270
271
272
273
274
275
276
277
278
279
280
281
282
283
284
285
286
287
288
289
290
291
292
293
294
295
296
297
298
299
300
301
302
303
304
305
306
307
308
309
310
311
312
313
314
315
316
317
318
319
320
321
322
323
324
325
326
327
328
329
330
331
332
333
334
335
336
337
338
339
340
341
342
343
344
345
346
347
348
349
350
351
352
353
354
355
356
357
358
359
360
361
362
363
364
365
366
367
368
369
370
371
372
373
374
375
376
377
378
379
380
381
382
383
384
385
386
387
388
389
390
391
392
393
394
395
396
397
398
399
400
401
402
403
404
405
406
407
408
409
410
411
412
413
414
415
416
417
418
419
420
421
422
423
424
425
426
427
428
429
430
431
432
433
434
435
436
437
438
439
440
441
442
443
444
445
446
447
448
449
450
451
452
453
454
455
456
457
458
459
460
461
462
463
464
465
466
467
468
469
470
471
472
473
474
475
476
477
478
479
480
481
482
483
484
485
486
487
488
489
490
491
492
493
494
495
496
497
498
499
500
501
502
503
504
505
506
507
508
509
510
511
512
513
514
515
516
517
518
519
520
521
522
523
524
525
526
527
528
529
530
531
532
533
534
535
536
537
538
539
540
541
542
543
544
545
546
547
548
549
550
551
552
553
554
555
556
557
558
559
560
561
562
563
564
565
566
567
568
569
570
571
572
573
574
575
576
577
578
579
580
581
582
583
584
585
586
587
588
589
590
591
592
593
594
595
596
597
598
599
600
601
602
603
604
605
606
607
608
609
610
611
612
613
614
615
616
617
618
619
620
621
622
623
624
625
626
627
628
629
630
631
632
633
634
635
636
637
638
639
640
641
642
643
644
645
646
647
648
649
650
651
652
653
654
655
656
657
658
659
660
661
662
663
664
665
666
667
668
669
670
671
672
673
674
675
676
677
678
679
680
681
682
683
684
685
686
687
688
689
690
691
692
693
694
695
696
697
698
699
700
701
702
703
704
705
706
707
708
709
710
711
712
713
714
715
716
717
718
719
720
721
722
723
724
725
726
727
728
729
730
731
732
733
734
735
736
737
738
739
740
741
742
743
744
745
746
747
748
749
750
751
752
753
754
755
756
757
758
759
760
761
762
763
764
765
766
767
768
769
770
771
772
773
774
775
776
777
778
779
780
781
782
783
784
785
786
787
788
789
790
791
792
793
794
795
796
797
"""
WebSocket Handler for Real-time STT/TTS with Barge-in Support
"""
from fastapi import WebSocket, WebSocketDisconnect
from typing import Dict, Any, Optional
import json
import asyncio
import base64
from datetime import datetime
from collections import deque
from enum import Enum
import numpy as np
import traceback

from session import Session, session_store
from config_provider import ConfigProvider
from chat_handler import handle_new_message, handle_parameter_followup
from stt_factory import STTFactory
from tts_factory import TTSFactory
from logger import log_info, log_error, log_debug, log_warning

# ========================= CONSTANTS =========================
# Default values - will be overridden by config
DEFAULT_SILENCE_THRESHOLD_MS = 2000
DEFAULT_AUDIO_CHUNK_SIZE = 4096
DEFAULT_ENERGY_THRESHOLD = 0.0005 # 0.01
DEFAULT_AUDIO_BUFFER_MAX_SIZE = 1000

# ========================= ENUMS =========================
class ConversationState(Enum):
    IDLE = "idle"
    LISTENING = "listening"
    PROCESSING_STT = "processing_stt"
    PROCESSING_LLM = "processing_llm"
    PROCESSING_TTS = "processing_tts"
    PLAYING_AUDIO = "playing_audio"

# ========================= CLASSES =========================
class AudioBuffer:
    """Thread-safe circular buffer for audio chunks"""
    def __init__(self, max_size: int = DEFAULT_AUDIO_BUFFER_MAX_SIZE):
        self.buffer = deque(maxlen=max_size)
        self.lock = asyncio.Lock()
        
    async def add_chunk(self, chunk_data: str):
        """Add base64 encoded audio chunk"""
        async with self.lock:
            decoded = base64.b64decode(chunk_data)
            self.buffer.append(decoded)
            
    async def get_all_audio(self) -> bytes:
        """Get all audio data concatenated"""
        async with self.lock:
            return b''.join(self.buffer)
    
    async def clear(self):
        """Clear buffer"""
        async with self.lock:
            self.buffer.clear()
    
    def size(self) -> int:
        """Get current buffer size"""
        return len(self.buffer)


class SilenceDetector:
    """Detect silence in audio stream"""
    def __init__(self, threshold_ms: int = DEFAULT_SILENCE_THRESHOLD_MS, energy_threshold: float = DEFAULT_ENERGY_THRESHOLD):
        self.threshold_ms = threshold_ms
        self.energy_threshold = energy_threshold
        self.silence_start = None
        self.sample_rate = 16000
        
    def update(self, audio_chunk: bytes) -> int:
        """Update with new audio chunk and return silence duration in ms"""
        if self.is_silence(audio_chunk):
            if self.silence_start is None:
                self.silence_start = datetime.now()
            silence_duration = (datetime.now() - self.silence_start).total_seconds() * 1000
            return int(silence_duration)
        else:
            self.silence_start = None
            return 0
    
    def is_silence(self, audio_chunk: bytes) -> bool:
        """Check if audio chunk is silence"""
        try:
            # Convert bytes to numpy array (assuming 16-bit PCM)
            audio_data = np.frombuffer(audio_chunk, dtype=np.int16)
            
            # Calculate RMS energy
            if len(audio_data) == 0:
                return True
                
            rms = np.sqrt(np.mean(audio_data.astype(float) ** 2))
            normalized_rms = rms / 32768.0  # Normalize for 16-bit audio
    
            # Audio energy log'unu kaldırdık
            
            return normalized_rms < self.energy_threshold
        except Exception as e:
            log_warning(f"Silence detection error: {e}")
            return False
    
    def reset(self):
        """Reset silence detection"""
        self.silence_start = None


class BargeInHandler:
    """Handle user interruptions during TTS playback"""
    def __init__(self):
        self.active_tts_task: Optional[asyncio.Task] = None
        self.is_interrupting = False
        self.lock = asyncio.Lock()
    
    async def start_tts_task(self, coro):
        """Start a cancellable TTS task"""
        async with self.lock:
            # Cancel any existing task
            if self.active_tts_task and not self.active_tts_task.done():
                self.active_tts_task.cancel()
                try:
                    await self.active_tts_task
                except asyncio.CancelledError:
                    pass
            
            # Start new task
            self.active_tts_task = asyncio.create_task(coro)
            return self.active_tts_task
    
    async def handle_interruption(self, current_state: ConversationState):
        """Handle barge-in interruption"""
        async with self.lock:
            self.is_interrupting = True
            
            # Cancel TTS if active
            if self.active_tts_task and not self.active_tts_task.done():
                log_info("Barge-in: Cancelling active TTS")
                self.active_tts_task.cancel()
                try:
                    await self.active_tts_task
                except asyncio.CancelledError:
                    pass
            
            # Reset flag after short delay
            await asyncio.sleep(0.5)
            self.is_interrupting = False


class RealtimeSession:
    """Manage a real-time conversation session"""
    def __init__(self, session: Session):
        self.session = session
        self.state = ConversationState.IDLE
        self.is_websocket_active = True  # Yeni flag
        
        # Get settings from config
        config = ConfigProvider.get().global_config.stt_provider.settings
        
        # Initialize with config values or defaults
        silence_threshold = config.get("speech_timeout_ms", DEFAULT_SILENCE_THRESHOLD_MS)
        energy_threshold = config.get("energy_threshold", DEFAULT_ENERGY_THRESHOLD)
        buffer_max_size = config.get("audio_buffer_max_size", DEFAULT_AUDIO_BUFFER_MAX_SIZE)
        
        self.audio_buffer = AudioBuffer(max_size=buffer_max_size)
        self.silence_detector = SilenceDetector(
            threshold_ms=silence_threshold,
            energy_threshold=energy_threshold
        )
        self.barge_in_handler = BargeInHandler()
        self.stt_manager = None
        self.current_transcription = ""
        self.is_streaming = False
        self.lock = asyncio.Lock()
        
        # Store config for later use
        self.audio_chunk_size = config.get("audio_chunk_size", DEFAULT_AUDIO_CHUNK_SIZE)
        self.silence_threshold_ms = silence_threshold
        
    async def initialize_stt(self):
        """Initialize STT provider"""
        try:
            self.stt_manager = STTFactory.create_provider()
            if not self.stt_manager:
                log_error("❌ STT manager is None - STTFactory.create_provider() returned None", session_id=self.session.session_id)
                return False
                
            log_info(f"✅ STT manager created: {type(self.stt_manager).__name__}", session_id=self.session.session_id)
            
            # Get STT config from provider settings
            config = ConfigProvider.get().global_config.stt_provider.settings
            
            # Get language from session locale
            session_locale = getattr(self.session, 'locale', 'tr')  # Default to 'tr' if not set
            
            # Import LocaleManager to get proper locale tag
            from locale_manager import LocaleManager
            locale_data = LocaleManager.get_locale(session_locale)
            
            # Get proper locale tag for STT (e.g., tr -> tr-TR)
            language_code = locale_data.get('locale_tag', 'tr-TR')
            
            log_info(f"🌍 Session locale: {session_locale}, STT language: {language_code}", session_id=self.session.session_id)
            
            stt_config = {
                "language": language_code,
                "interim_results": config.get("interim_results", True),
                "single_utterance": False,
                "enable_punctuation": config.get("enable_punctuation", True),
                "sample_rate": 16000,
                "encoding": "WEBM_OPUS"
            }
            
            log_info(f"🎤 Starting STT streaming with config: {stt_config}", session_id=self.session.session_id)
            
            # Start streaming
            await self.stt_manager.start_streaming(stt_config)
            self.is_streaming = True
            
            log_info("✅ STT streaming started successfully", session_id=self.session.session_id)
            return True
            
        except Exception as e:
            log_error(f"❌ Failed to initialize STT", error=str(e), traceback=traceback.format_exc(), session_id=self.session.session_id)
            self.stt_manager = None
            self.is_streaming = False
            return False
    
    async def change_state(self, new_state: ConversationState):
        """Change conversation state"""
        async with self.lock:
            old_state = self.state
            self.state = new_state
            log_debug(
                f"State change: {old_state.value}{new_state.value}",
                session_id=self.session.session_id
            )
    
    async def handle_barge_in(self):
        """Handle user interruption"""
        await self.barge_in_handler.handle_interruption(self.state)
        await self.change_state(ConversationState.LISTENING)
    
    async def reset_for_new_utterance(self):
        """Reset for new user utterance"""
        await self.audio_buffer.clear()
        self.silence_detector.reset()
        self.current_transcription = ""
        if hasattr(self, 'speech_started'):
            delattr(self, 'speech_started')  # Speech started flag'ini sıfırla
    
    async def cleanup(self):
        """Clean up resources"""
        try:
            self.is_websocket_active = False  # WebSocket kapanıyor
            if self.stt_manager:
                await self.stt_manager.stop_streaming()
            log_info(f"Cleaned up realtime session", session_id=self.session.session_id)
        except Exception as e:
            log_warning(f"Cleanup error", error=str(e), session_id=self.session.session_id)

# ========================= MAIN HANDLER =========================
async def websocket_endpoint(websocket: WebSocket, session_id: str):
    """Main WebSocket endpoint for real-time conversation"""
    log_info(f"🔌 WebSocket connection attempt", session_id=session_id)
    
    await websocket.accept()
    log_info(f"✅ WebSocket accepted", session_id=session_id)
    
    # Get session
    session = session_store.get_session(session_id)
    if not session:
        log_error(f"❌ Session not found", session_id=session_id)
        await websocket.send_json({
            "type": "error",
            "message": "Session not found"
        })
        await websocket.close()
        return
    
    log_info(f"✅ Session found", session_id=session_id, project=session.project_name)
    
    # Mark as realtime session
    session.is_realtime = True
    session_store.update_session(session)
    
    # Initialize conversation
    realtime_session = RealtimeSession(session)
    
    # Initialize STT
    log_info(f"🎤 Initializing STT...", session_id=session_id)
    stt_initialized = await realtime_session.initialize_stt()
    if not stt_initialized:
        log_error(f"❌ STT initialization failed", session_id=session_id)
        await websocket.send_json({
            "type": "error",
            "message": "STT initialization failed"
        })
    else:
        log_info(f"✅ STT initialized", session_id=session_id)
    
    # Send session started confirmation
    await websocket.send_json({
        "type": "session_started",
        "session_id": session_id,
        "stt_initialized": stt_initialized
    })
    
    # Send welcome message from session history
    log_info(f"📋 Checking for welcome message in session history...", session_id=session_id)
    
    # chat_history değişkenini session'dan al
    chat_history = session.chat_history
    
    if chat_history and len(chat_history) > 0:
        log_info(f"📋 Found {len(chat_history)} messages in history", session_id=session_id)
        
        # Get the last assistant message (welcome message)
        for i, msg in enumerate(reversed(chat_history)):
            log_debug(f"📋 Message {i}: role={msg.get('role', 'unknown')}, content_preview={msg.get('content', '')[:50]}...", session_id=session_id)
            
            if msg.get('role') == 'assistant':
                welcome_text = msg.get('content', '')
                log_info(f"📢 Found welcome message: {welcome_text[:50]}...", session_id=session_id)
                
                # Send text first
                try:
                    await websocket.send_json({
                        "type": "assistant_response",
                        "text": welcome_text,
                        "is_welcome": True
                    })
                    log_info(f"✅ Welcome text sent via WebSocket", session_id=session_id)
                except Exception as e:
                    log_error(f"❌ Failed to send welcome text", error=str(e), session_id=session_id)
                
                # Generate and send TTS if available
                tts_provider = TTSFactory.create_provider()
                if tts_provider:
                    try:
                        log_info(f"🎤 Generating welcome TTS...", session_id=session_id)
                        
                        # TTS preprocessor kullan
                        from tts_preprocessor import TTSPreprocessor
                        preprocessor = TTSPreprocessor(language=session.locale)
                        processed_text = preprocessor.preprocess(
                            welcome_text,
                            tts_provider.get_preprocessing_flags()
                        )
                        
                        # TTS oluştur
                        audio_data = await tts_provider.synthesize(processed_text)
                        
                        if audio_data:
                            # Audio'yu base64'e çevir ve chunk'lara böl
                            audio_base64 = base64.b64encode(audio_data).decode('utf-8')
                            chunk_size = 16384
                            total_length = len(audio_base64)
                            total_chunks = (total_length + chunk_size - 1) // chunk_size
                            
                            log_info(f"📤 Sending welcome TTS in {total_chunks} chunks", session_id=session_id)
                            
                            for i in range(0, total_length, chunk_size):
                                chunk = audio_base64[i:i + chunk_size]
                                chunk_index = i // chunk_size
                                is_last = chunk_index == total_chunks - 1
                                
                                await websocket.send_json({
                                    "type": "tts_audio",
                                    "data": chunk,
                                    "chunk_index": chunk_index,
                                    "total_chunks": total_chunks,
                                    "is_last": is_last,
                                    "mime_type": "audio/mpeg"
                                })
                            
                            log_info(f"✅ Welcome TTS sent", session_id=session_id)
                    except Exception as e:
                        log_error(f"❌ Failed to send welcome TTS", error=str(e), traceback=traceback.format_exc(), session_id=session_id)
                else:
                    log_warning(f"⚠️ No TTS provider available", session_id=session_id)
                
                break
        else:
            log_warning(f"⚠️ No assistant message found in history", session_id=session_id)
    else:
        log_warning(f"⚠️ No messages in session history", session_id=session_id)
    
    log_info(f"💬 Ready for conversation", session_id=session_id)

    try:
        while True:
            try:
                # Receive message with timeout
                message = await asyncio.wait_for(
                    websocket.receive_json(), 
                    timeout=60.0  # 60 second timeout
                )
                
                message_type = message.get("type")
                # Debug log'u kaldırdık
                
                if message_type == "audio_chunk":
                    await handle_audio_chunk(websocket, realtime_session, message)
                    
                elif message_type == "control":
                    await handle_control_message(websocket, realtime_session, message)
                    
                elif message_type == "ping":
                    # Keep-alive ping - log yapmadan
                    await websocket.send_json({"type": "pong"})
                    
            except asyncio.TimeoutError:
                # Timeout log'unu da azaltalım - her timeout'ta değil
                await websocket.send_json({"type": "ping"})
                
    except WebSocketDisconnect as e:
        log_info(f"🔌 WebSocket disconnected", session_id=session_id, code=e.code, reason=e.reason)
    except Exception as e:
        log_error(
            f"❌ WebSocket error",
            error=str(e),
            traceback=traceback.format_exc(),
            session_id=session_id
        )
        await websocket.send_json({
            "type": "error",
            "message": str(e)
        })
    finally:
            log_info(f"🧹 Cleaning up WebSocket connection", session_id=session_id)
            await realtime_session.cleanup()
            
            # WebSocket'in açık olup olmadığını kontrol et
            try:
                if websocket.client_state.value == 1:  # 1 = CONNECTED state
                    await websocket.close()
            except Exception as e:
                log_debug(f"WebSocket already closed or error during close: {e}", session_id=session_id)
        
# ========================= MESSAGE HANDLERS =========================
async def handle_audio_chunk(websocket: WebSocket, session: RealtimeSession, message: Dict[str, Any]):
    """Handle incoming audio chunk with barge-in support"""
    try:
        # WebSocket kapandıysa işlem yapma
        if not session.is_websocket_active:
            return
            
        audio_data = message.get("data")
        if not audio_data:
            log_warning(f"⚠️ Empty audio chunk received", session_id=session.session.session_id)
            return
        
        # Check for barge-in during TTS/audio playback
        if session.state in [ConversationState.PLAYING_AUDIO, ConversationState.PROCESSING_TTS]:
            await session.handle_barge_in()
            await websocket.send_json({
                "type": "control",
                "action": "stop_playback"
            })
            log_info(f"🛑 Barge-in detected", session_id=session.session.session_id, state=session.state.value)
        
        # Change state to listening if idle
        if session.state == ConversationState.IDLE:
            await session.change_state(ConversationState.LISTENING)
            await websocket.send_json({
                "type": "state_change",
                "from": "idle",
                "to": "listening"
            })
        
        # Add to buffer
        await session.audio_buffer.add_chunk(audio_data)
        
        # Decode for processing
        decoded_audio = base64.b64decode(audio_data)
        
        # Check silence - LOGLAMA YAPMA
        silence_duration = session.silence_detector.update(decoded_audio)
        
        # Stream to STT if available
        if session.stt_manager and session.state == ConversationState.LISTENING:
            # Ensure streaming is active
            if not session.is_streaming:
                log_warning(f"⚠️ STT manager exists but streaming not active", session_id=session.session.session_id)
                # Try to restart streaming
                stt_initialized = await session.initialize_stt()
                if not stt_initialized:
                    await websocket.send_json({
                        "type": "error",
                        "error_type": "stt_error",
                        "message": "STT streaming not available"
                    })
                    return
            
            try:
                # Chunk counter - sadece önemli milestone'larda logla
                if not hasattr(session, 'chunk_counter'):
                    session.chunk_counter = 0
                session.chunk_counter += 1
                
                if session.chunk_counter == 1:
                    log_info(f"🎤 Started streaming audio to STT", session_id=session.session.session_id)
                elif session.chunk_counter % 100 == 0:
                    log_info(f"📊 Sent {session.chunk_counter} chunks to STT so far...", session_id=session.session.session_id)
                
                # STT'ye gönder ve sonuçları bekle
                async for result in session.stt_manager.stream_audio(decoded_audio):
                    # SADECE FINAL RESULT'LARI LOGLA VE GÖNDER
                    if result.is_final:
                        log_info(f"✅ FINAL TRANSCRIPTION: '{result.text}'", session_id=session.session.session_id)
                        
                        # Send ONLY final transcription to frontend
                        await websocket.send_json({
                            "type": "transcription",
                            "text": result.text,
                            "is_final": True,
                            "confidence": result.confidence
                        })
                        
                        session.current_transcription = result.text
                        
                        # Final transcription geldiğinde hemen işle
                        if session.current_transcription:
                            # State'i değiştir ve user input'u işle
                            await session.change_state(ConversationState.PROCESSING_STT)
                            await websocket.send_json({
                                "type": "state_change",
                                "from": "listening",
                                "to": "processing_stt"
                            })
                            
                            # Process user input
                            await process_user_input(websocket, session)
                            
                            # STT'den final result geldiğinde audio buffer'ı ve transcription'ı resetle
                            await session.reset_for_new_utterance()
                            return  # Bu audio chunk için işlem tamamlandı
                    
                    # Interim result'ları SADECE ilk kelimede logla (konuşma başlangıcı)
                    elif result.text.strip() and not hasattr(session, 'speech_started'):
                        session.speech_started = True
                        log_info(f"🎤 User started speaking", session_id=session.session.session_id)
                        
            except Exception as e:
                log_error(f"❌ STT streaming error", error=str(e), traceback=traceback.format_exc(), session_id=session.session.session_id)
                await websocket.send_json({
                    "type": "error",
                    "error_type": "stt_error",
                    "message": f"STT error: {str(e)}"
                })
            
    except Exception as e:
        log_error(
            f"❌ Audio chunk handling error",
            error=str(e),
            traceback=traceback.format_exc(),
            session_id=session.session.session_id
        )
        await websocket.send_json({
            "type": "error",
            "message": f"Audio processing error: {str(e)}"
        })
        
async def handle_control_message(websocket: WebSocket, session: RealtimeSession, message: Dict[str, Any]):
    """Handle control messages"""
    action = message.get("action")
    config = message.get("config", {})
    
    log_debug(f"🎮 Control message", action=action, session_id=session.session.session_id)
    
    if action == "start_session":
        # Session configuration
        await websocket.send_json({
            "type": "session_config",
            "session_id": session.session.session_id,
            "config": {
                "silence_threshold_ms": session.silence_threshold_ms,
                "audio_chunk_size": session.audio_chunk_size,
                "supports_barge_in": True
            }
        })
        
    elif action == "end_session" or action == "stop_session":
        # Clean up and close
        await session.cleanup()
        await websocket.close()
        
    elif action == "interrupt":
        # Handle explicit interrupt
        await session.handle_barge_in()
        await websocket.send_json({
            "type": "control",
            "action": "interrupt_acknowledged"
        })
        
    elif action == "reset":
        # Reset conversation state
        await session.reset_for_new_utterance()
        await session.change_state(ConversationState.IDLE)
        await websocket.send_json({
            "type": "state_change",
            "from": session.state.value,
            "to": "idle"
        })
        
    elif action == "audio_ended":
        # Audio playback ended on client
        if session.state == ConversationState.PLAYING_AUDIO:
            await session.change_state(ConversationState.IDLE)
            await websocket.send_json({
                "type": "state_change",
                "from": "playing_audio",
                "to": "idle"
            })


# ========================= PROCESSING FUNCTIONS =========================
async def process_user_input(websocket: WebSocket, session: RealtimeSession):
    """Process complete user input"""
    try:
        user_text = session.current_transcription
        if not user_text:
            log_warning(f"⚠️ Empty transcription, resetting", session_id=session.session.session_id)
            await session.reset_for_new_utterance()
            await session.change_state(ConversationState.IDLE)
            return
        
        log_info(f"🎯 Processing user input", text=user_text, session_id=session.session.session_id)
        
        # State zaten PROCESSING_STT olarak set edildi, direkt devam et
        
        # Send final transcription
        await websocket.send_json({
            "type": "transcription",
            "text": user_text,
            "is_final": True,
            "confidence": 0.95
        })
        
        # State: LLM Processing
        await session.change_state(ConversationState.PROCESSING_LLM)
        await websocket.send_json({
            "type": "state_change",
            "from": "processing_stt",
            "to": "processing_llm"
        })
        
        # Add to chat history
        session.session.add_message("user", user_text)
        
        # Get LLM response based on session state
        log_info(f"🤖 Getting LLM response", session_state=session.session.state, session_id=session.session.session_id)
        
        if session.session.state == "collect_params":
            response_text = await handle_parameter_followup(session.session, user_text)
        else:
            response_text = await handle_new_message(session.session, user_text)
        
        log_info(f"💬 LLM response: {response_text[:50]}...", session_id=session.session.session_id)
        
        # Add response to history
        session.session.add_message("assistant", response_text)
        
        # Send text response
        await websocket.send_json({
            "type": "assistant_response",
            "text": response_text
        })
        
        # Generate TTS if enabled
        tts_provider = TTSFactory.create_provider()
        if tts_provider:
            await session.change_state(ConversationState.PROCESSING_TTS)
            await websocket.send_json({
                "type": "state_change",
                "from": "processing_llm",
                "to": "processing_tts"
            })
            
            # Generate TTS with barge-in support
            tts_task = await session.barge_in_handler.start_tts_task(
                generate_and_stream_tts(websocket, session, tts_provider, response_text)
            )
            
            try:
                await tts_task
            except asyncio.CancelledError:
                log_info("⚡ TTS cancelled due to barge-in", session_id=session.session.session_id)
        else:
            # No TTS, go back to idle
            await session.change_state(ConversationState.IDLE)
            await websocket.send_json({
                "type": "state_change",
                "from": "processing_llm",
                "to": "idle"
            })
        
    except Exception as e:
        log_error(
            f"❌ Error processing user input",
            error=str(e),
            traceback=traceback.format_exc(),
            session_id=session.session.session_id
        )
        await websocket.send_json({
            "type": "error",
            "message": f"Processing error: {str(e)}"
        })
        await session.reset_for_new_utterance()
        await session.change_state(ConversationState.IDLE)

async def generate_and_stream_tts(
    websocket: WebSocket,
    session: RealtimeSession,
    tts_provider,
    text: str
):
    """Generate and stream TTS audio with cancellation support"""
    try:
        log_info(f"🎤 Starting TTS generation for text: '{text[:50]}...'", session_id=session.session.session_id)
        
        # Generate audio
        audio_data = await tts_provider.synthesize(text)
        log_info(f"✅ TTS generated: {len(audio_data)} bytes, type: {type(audio_data)}", session_id=session.session.session_id)
        
        # Change state to playing
        await session.change_state(ConversationState.PLAYING_AUDIO)
        await websocket.send_json({
            "type": "state_change",
            "from": "processing_tts",
            "to": "playing_audio"
        })
        
        # Convert entire audio to base64 for transmission
        import base64
        log_debug(f"📦 Converting audio to base64...")
        audio_base64 = base64.b64encode(audio_data).decode('utf-8')
        log_info(f"📊 Base64 conversion complete: {len(audio_base64)} chars from {len(audio_data)} bytes", session_id=session.session.session_id)
        
        # Log first 100 chars of base64 to verify it's valid
        log_debug(f"🔍 Base64 preview: {audio_base64[:100]}...")
        
        # Stream audio in chunks
        chunk_size = 16384  # Larger chunk size for base64
        total_length = len(audio_base64)
        total_chunks = (total_length + chunk_size - 1) // chunk_size
        
        log_info(f"📤 Streaming TTS audio: {len(audio_data)} bytes as {total_length} base64 chars in {total_chunks} chunks", session_id=session.session.session_id)
        
        for i in range(0, total_length, chunk_size):
            # Check for cancellation
            if asyncio.current_task().cancelled():
                log_info(f"⚡ Streaming cancelled at chunk {i//chunk_size}", session_id=session.session.session_id)
                break
                
            chunk = audio_base64[i:i + chunk_size]
            chunk_index = i // chunk_size
            is_last = chunk_index == total_chunks - 1
            
            log_debug(f"📨 Sending chunk {chunk_index}/{total_chunks}, size: {len(chunk)}, is_last: {is_last}")
            
            await websocket.send_json({
                "type": "tts_audio",
                "data": chunk,
                "chunk_index": chunk_index,
                "total_chunks": total_chunks,
                "is_last": is_last,
                "mime_type": "audio/mpeg"
            })
            
            # Small delay to prevent overwhelming the client
            await asyncio.sleep(0.01)
        
        log_info(
            f"✅ TTS streaming completed successfully",
            session_id=session.session.session_id,
            text_length=len(text),
            audio_size=len(audio_data),
            chunks_sent=total_chunks
        )
        
    except asyncio.CancelledError:
        log_info("🛑 TTS streaming cancelled", session_id=session.session.session_id)
        raise
    except Exception as e:
        log_error(
            f"❌ TTS generation error",
            error=str(e),
            traceback=traceback.format_exc(),
            session_id=session.session.session_id
        )
        await websocket.send_json({
            "type": "error",
            "message": f"TTS error: {str(e)}"
        })