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windows_au
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0.1.6
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8e4674b093 |
23
README.md
23
README.md
@@ -112,9 +112,6 @@ pip install whisperlivekit[whisper] # Original Whisper
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pip install whisperlivekit[whisper-timestamped] # Improved timestamps
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pip install whisperlivekit[whisper-timestamped] # Improved timestamps
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pip install whisperlivekit[mlx-whisper] # Apple Silicon optimization
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pip install whisperlivekit[mlx-whisper] # Apple Silicon optimization
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pip install whisperlivekit[openai] # OpenAI API
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pip install whisperlivekit[openai] # OpenAI API
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# System audio capture (Windows only)
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pip install whisperlivekit[pyaudiowpatch] # Use PyAudioWPatch for system audio loopback
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```
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```
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### 🎹 Pyannote Models Setup
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### 🎹 Pyannote Models Setup
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@@ -142,9 +139,6 @@ whisperlivekit-server --model tiny.en
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# Advanced configuration with diarization
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# Advanced configuration with diarization
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whisperlivekit-server --host 0.0.0.0 --port 8000 --model medium --diarization --language auto
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whisperlivekit-server --host 0.0.0.0 --port 8000 --model medium --diarization --language auto
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# Using PyAudioWPatch for system audio input (Windows only)
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whisperlivekit-server --model tiny.en --audio-input pyaudiowpatch
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```
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```
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### Python API Integration (Backend)
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### Python API Integration (Backend)
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@@ -215,7 +209,6 @@ WhisperLiveKit offers extensive configuration options:
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| `--no-vad` | Disable Voice Activity Detection | `False` |
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| `--no-vad` | Disable Voice Activity Detection | `False` |
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| `--buffer_trimming` | Buffer trimming strategy (`sentence` or `segment`) | `segment` |
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| `--buffer_trimming` | Buffer trimming strategy (`sentence` or `segment`) | `segment` |
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| `--warmup-file` | Audio file path for model warmup | `jfk.wav` |
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| `--warmup-file` | Audio file path for model warmup | `jfk.wav` |
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| `--audio-input` | Source of audio (`websocket` or `pyaudiowpatch`) | `websocket` |
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| `--ssl-certfile` | Path to the SSL certificate file (for HTTPS support) | `None` |
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| `--ssl-certfile` | Path to the SSL certificate file (for HTTPS support) | `None` |
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| `--ssl-keyfile` | Path to the SSL private key file (for HTTPS support) | `None` |
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| `--ssl-keyfile` | Path to the SSL private key file (for HTTPS support) | `None` |
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|
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@@ -225,16 +218,12 @@ WhisperLiveKit offers extensive configuration options:
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<img src="https://raw.githubusercontent.com/QuentinFuxa/WhisperLiveKit/refs/heads/main/demo.png" alt="WhisperLiveKit in Action" width="500">
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<img src="https://raw.githubusercontent.com/QuentinFuxa/WhisperLiveKit/refs/heads/main/demo.png" alt="WhisperLiveKit in Action" width="500">
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</p>
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</p>
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|
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1. **Audio Input**:
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1. **Audio Capture**: Browser's MediaRecorder API captures audio in webm/opus format
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- **WebSocket (Default)**: Browser's MediaRecorder API captures audio (webm/opus), streams via WebSocket.
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2. **Streaming**: Audio chunks are sent to the server via WebSocket
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- **PyAudioWPatch (Windows Only)**: Captures system audio output directly using WASAPI loopback. Requires `--audio-input pyaudiowpatch`.
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3. **Processing**: Server decodes audio with FFmpeg and streams into Whisper for transcription
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2. **Processing**:
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4. **Real-time Output**:
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- **WebSocket**: Server decodes webm/opus audio with FFmpeg.
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- Partial transcriptions appear immediately in light gray (the 'aperçu')
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- **PyAudioWPatch**: Server receives raw PCM audio directly.
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- Finalized text appears in normal color
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- Audio is streamed into Whisper for transcription.
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3. **Real-time Output**:
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- Partial transcriptions appear immediately in light gray (the 'aperçu').
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- Finalized text appears in normal color.
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- (When enabled) Different speakers are identified and highlighted
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- (When enabled) Different speakers are identified and highlighted
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## 🚀 Deployment Guide
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## 🚀 Deployment Guide
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3
setup.py
3
setup.py
@@ -1,7 +1,7 @@
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from setuptools import setup, find_packages
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from setuptools import setup, find_packages
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setup(
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setup(
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name="whisperlivekit",
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name="whisperlivekit",
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version="0.1.5",
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version="0.1.6",
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description="Real-time, Fully Local Whisper's Speech-to-Text and Speaker Diarization",
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description="Real-time, Fully Local Whisper's Speech-to-Text and Speaker Diarization",
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long_description=open("README.md", "r", encoding="utf-8").read(),
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long_description=open("README.md", "r", encoding="utf-8").read(),
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long_description_content_type="text/markdown",
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long_description_content_type="text/markdown",
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@@ -25,7 +25,6 @@ setup(
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"whisper-timestamped": ["whisper-timestamped"],
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"whisper-timestamped": ["whisper-timestamped"],
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"mlx-whisper": ["mlx-whisper"],
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"mlx-whisper": ["mlx-whisper"],
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"openai": ["openai"],
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"openai": ["openai"],
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"pyaudiowpatch": ["PyAudioWPatch"],
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},
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},
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package_data={
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package_data={
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'whisperlivekit': ['web/*.html'],
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'whisperlivekit': ['web/*.html'],
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@@ -1,4 +1,4 @@
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from .core import WhisperLiveKit, _parse_args_internal, get_parsed_args
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from .core import WhisperLiveKit, parse_args
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from .audio_processor import AudioProcessor
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from .audio_processor import AudioProcessor
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__all__ = ['WhisperLiveKit', 'AudioProcessor', '_parse_args_internal', 'get_parsed_args']
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__all__ = ['WhisperLiveKit', 'AudioProcessor', 'parse_args']
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@@ -2,14 +2,6 @@ import asyncio
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import numpy as np
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import numpy as np
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import ffmpeg
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import ffmpeg
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from time import time, sleep
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from time import time, sleep
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import platform # To check OS
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try:
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import pyaudiowpatch as pyaudio
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PYAUDIOWPATCH_AVAILABLE = True
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except ImportError:
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pyaudio = None
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PYAUDIOWPATCH_AVAILABLE = False
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import math
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import math
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import logging
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import logging
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import traceback
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import traceback
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@@ -21,6 +13,9 @@ from whisperlivekit.core import WhisperLiveKit
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# Set up logging once
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# Set up logging once
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logging.basicConfig(level=logging.INFO, format="%(asctime)s - %(levelname)s - %(message)s")
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logging.basicConfig(level=logging.INFO, format="%(asctime)s - %(levelname)s - %(message)s")
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logger = logging.getLogger(__name__)
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logger = logging.getLogger(__name__)
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logger.setLevel(logging.DEBUG)
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SENTINEL = object() # unique sentinel object for end of stream marker
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def format_time(seconds: float) -> str:
|
def format_time(seconds: float) -> str:
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"""Format seconds as HH:MM:SS."""
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"""Format seconds as HH:MM:SS."""
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@@ -48,8 +43,9 @@ class AudioProcessor:
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self.last_ffmpeg_activity = time()
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self.last_ffmpeg_activity = time()
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self.ffmpeg_health_check_interval = 5
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self.ffmpeg_health_check_interval = 5
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self.ffmpeg_max_idle_time = 10
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self.ffmpeg_max_idle_time = 10
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|
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# State management
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# State management
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|
self.is_stopping = False
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self.tokens = []
|
self.tokens = []
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self.buffer_transcription = ""
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self.buffer_transcription = ""
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self.buffer_diarization = ""
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self.buffer_diarization = ""
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@@ -65,80 +61,25 @@ class AudioProcessor:
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self.asr = models.asr
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self.asr = models.asr
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self.tokenizer = models.tokenizer
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self.tokenizer = models.tokenizer
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self.diarization = models.diarization
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self.diarization = models.diarization
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|
self.ffmpeg_process = self.start_ffmpeg_decoder()
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self.transcription_queue = asyncio.Queue() if self.args.transcription else None
|
self.transcription_queue = asyncio.Queue() if self.args.transcription else None
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self.diarization_queue = asyncio.Queue() if self.args.diarization else None
|
self.diarization_queue = asyncio.Queue() if self.args.diarization else None
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self.pcm_buffer = bytearray()
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self.pcm_buffer = bytearray()
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self.ffmpeg_process = None
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self.pyaudio_instance = None
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self.pyaudio_stream = None
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|
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# Initialize audio input based on args
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# Task references
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if self.args.audio_input == "websocket":
|
self.transcription_task = None
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self.ffmpeg_process = self.start_ffmpeg_decoder()
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self.diarization_task = None
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elif self.args.audio_input == "pyaudiowpatch":
|
self.ffmpeg_reader_task = None
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if not PYAUDIOWPATCH_AVAILABLE:
|
self.watchdog_task = None
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logger.error("PyAudioWPatch selected but not installed. Please install it: pip install whisperlivekit[pyaudiowpatch]")
|
self.all_tasks_for_cleanup = []
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raise ImportError("PyAudioWPatch not found.")
|
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if platform.system() != "Windows":
|
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||||||
logger.error("PyAudioWPatch is only supported on Windows.")
|
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||||||
raise OSError("PyAudioWPatch requires Windows.")
|
|
||||||
self.initialize_pyaudiowpatch()
|
|
||||||
else:
|
|
||||||
raise ValueError(f"Unsupported audio input type: {self.args.audio_input}")
|
|
||||||
|
|
||||||
# Initialize transcription engine if enabled
|
# Initialize transcription engine if enabled
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||||||
if self.args.transcription:
|
if self.args.transcription:
|
||||||
self.online = online_factory(self.args, models.asr, models.tokenizer)
|
self.online = online_factory(self.args, models.asr, models.tokenizer)
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||||||
|
|
||||||
def initialize_pyaudiowpatch(self):
|
|
||||||
"""Initialize PyAudioWPatch for audio input."""
|
|
||||||
logger.info("Initializing PyAudioWPatch...")
|
|
||||||
try:
|
|
||||||
self.pyaudio_instance = pyaudio.PyAudio()
|
|
||||||
# Find the default WASAPI loopback device
|
|
||||||
wasapi_info = self.pyaudio_instance.get_host_api_info_by_type(pyaudio.paWASAPI)
|
|
||||||
default_speakers = self.pyaudio_instance.get_device_info_by_index(wasapi_info["defaultOutputDevice"])
|
|
||||||
|
|
||||||
if not default_speakers["isLoopbackDevice"]:
|
|
||||||
for loopback in self.pyaudio_instance.get_loopback_device_info_generator():
|
|
||||||
if default_speakers["name"] in loopback["name"]:
|
|
||||||
default_speakers = loopback
|
|
||||||
break
|
|
||||||
else:
|
|
||||||
logger.error("Default loopback output device not found.")
|
|
||||||
raise OSError("Default loopback output device not found.")
|
|
||||||
|
|
||||||
logger.info(f"Using loopback device: {default_speakers['name']}")
|
|
||||||
self.pyaudio_stream = self.pyaudio_instance.open(
|
|
||||||
format=pyaudio.paInt16,
|
|
||||||
channels=default_speakers["maxInputChannels"],
|
|
||||||
rate=int(default_speakers["defaultSampleRate"]),
|
|
||||||
input=True,
|
|
||||||
input_device_index=default_speakers["index"],
|
|
||||||
frames_per_buffer=int(self.sample_rate * self.args.min_chunk_size)
|
|
||||||
)
|
|
||||||
self.sample_rate = int(default_speakers["defaultSampleRate"])
|
|
||||||
self.channels = default_speakers["maxInputChannels"]
|
|
||||||
self.samples_per_sec = int(self.sample_rate * self.args.min_chunk_size)
|
|
||||||
self.bytes_per_sample = 2
|
|
||||||
self.bytes_per_sec = self.samples_per_sec * self.bytes_per_sample
|
|
||||||
logger.info(f"PyAudioWPatch initialized with {self.channels} channels and {self.sample_rate} Hz sample rate.")
|
|
||||||
|
|
||||||
except Exception as e:
|
|
||||||
logger.error(f"Failed to initialize PyAudioWPatch: {e}")
|
|
||||||
logger.error(traceback.format_exc())
|
|
||||||
if self.pyaudio_instance:
|
|
||||||
self.pyaudio_instance.terminate()
|
|
||||||
raise
|
|
||||||
|
|
||||||
def convert_pcm_to_float(self, pcm_buffer):
|
def convert_pcm_to_float(self, pcm_buffer):
|
||||||
"""Convert PCM buffer in s16le format to normalized NumPy array."""
|
"""Convert PCM buffer in s16le format to normalized NumPy array."""
|
||||||
if isinstance(pcm_buffer, (bytes, bytearray)):
|
return np.frombuffer(pcm_buffer, dtype=np.int16).astype(np.float32) / 32768.0
|
||||||
return np.frombuffer(pcm_buffer, dtype=np.int16).astype(np.float32) / 32768.0
|
|
||||||
else:
|
|
||||||
logger.error(f"Invalid buffer type for PCM conversion: {type(pcm_buffer)}")
|
|
||||||
return np.array([], dtype=np.float32)
|
|
||||||
|
|
||||||
|
|
||||||
def start_ffmpeg_decoder(self):
|
def start_ffmpeg_decoder(self):
|
||||||
"""Start FFmpeg process for WebM to PCM conversion."""
|
"""Start FFmpeg process for WebM to PCM conversion."""
|
||||||
@@ -194,45 +135,6 @@ class AudioProcessor:
|
|||||||
logger.critical(f"Failed to restart FFmpeg process on second attempt: {e2}")
|
logger.critical(f"Failed to restart FFmpeg process on second attempt: {e2}")
|
||||||
logger.critical(traceback.format_exc())
|
logger.critical(traceback.format_exc())
|
||||||
|
|
||||||
async def pyaudiowpatch_reader(self):
|
|
||||||
"""Read audio data from PyAudioWPatch stream and process it."""
|
|
||||||
logger.info("Starting PyAudioWPatch reader task.")
|
|
||||||
loop = asyncio.get_event_loop()
|
|
||||||
|
|
||||||
while True:
|
|
||||||
try:
|
|
||||||
chunk = await loop.run_in_executor(
|
|
||||||
None,
|
|
||||||
self.pyaudio_stream.read,
|
|
||||||
int(self.sample_rate * self.args.min_chunk_size),
|
|
||||||
False
|
|
||||||
)
|
|
||||||
|
|
||||||
if not chunk:
|
|
||||||
logger.info("PyAudioWPatch stream closed or read empty chunk.")
|
|
||||||
await asyncio.sleep(0.1)
|
|
||||||
continue
|
|
||||||
|
|
||||||
pcm_array = self.convert_pcm_to_float(chunk)
|
|
||||||
|
|
||||||
if self.args.diarization and self.diarization_queue:
|
|
||||||
await self.diarization_queue.put(pcm_array.copy())
|
|
||||||
|
|
||||||
if self.args.transcription and self.transcription_queue:
|
|
||||||
await self.transcription_queue.put(pcm_array.copy())
|
|
||||||
|
|
||||||
except OSError as e:
|
|
||||||
logger.error(f"PyAudioWPatch stream error: {e}")
|
|
||||||
logger.error(traceback.format_exc())
|
|
||||||
break
|
|
||||||
except Exception as e:
|
|
||||||
logger.error(f"Exception in pyaudiowpatch_reader: {e}")
|
|
||||||
logger.error(traceback.format_exc())
|
|
||||||
await asyncio.sleep(1) # Wait before retrying or breaking
|
|
||||||
break
|
|
||||||
logger.info("PyAudioWPatch reader task finished.")
|
|
||||||
|
|
||||||
|
|
||||||
async def update_transcription(self, new_tokens, buffer, end_buffer, full_transcription, sep):
|
async def update_transcription(self, new_tokens, buffer, end_buffer, full_transcription, sep):
|
||||||
"""Thread-safe update of transcription with new data."""
|
"""Thread-safe update of transcription with new data."""
|
||||||
async with self.lock:
|
async with self.lock:
|
||||||
@@ -318,7 +220,7 @@ class AudioProcessor:
|
|||||||
self.last_ffmpeg_activity = time()
|
self.last_ffmpeg_activity = time()
|
||||||
|
|
||||||
if not chunk:
|
if not chunk:
|
||||||
logger.info("FFmpeg stdout closed.")
|
logger.info("FFmpeg stdout closed, no more data to read.")
|
||||||
break
|
break
|
||||||
|
|
||||||
self.pcm_buffer.extend(chunk)
|
self.pcm_buffer.extend(chunk)
|
||||||
@@ -353,6 +255,15 @@ class AudioProcessor:
|
|||||||
logger.warning(f"Exception in ffmpeg_stdout_reader: {e}")
|
logger.warning(f"Exception in ffmpeg_stdout_reader: {e}")
|
||||||
logger.warning(f"Traceback: {traceback.format_exc()}")
|
logger.warning(f"Traceback: {traceback.format_exc()}")
|
||||||
break
|
break
|
||||||
|
|
||||||
|
logger.info("FFmpeg stdout processing finished. Signaling downstream processors.")
|
||||||
|
if self.args.transcription and self.transcription_queue:
|
||||||
|
await self.transcription_queue.put(SENTINEL)
|
||||||
|
logger.debug("Sentinel put into transcription_queue.")
|
||||||
|
if self.args.diarization and self.diarization_queue:
|
||||||
|
await self.diarization_queue.put(SENTINEL)
|
||||||
|
logger.debug("Sentinel put into diarization_queue.")
|
||||||
|
|
||||||
|
|
||||||
async def transcription_processor(self):
|
async def transcription_processor(self):
|
||||||
"""Process audio chunks for transcription."""
|
"""Process audio chunks for transcription."""
|
||||||
@@ -362,8 +273,23 @@ class AudioProcessor:
|
|||||||
while True:
|
while True:
|
||||||
try:
|
try:
|
||||||
pcm_array = await self.transcription_queue.get()
|
pcm_array = await self.transcription_queue.get()
|
||||||
|
if pcm_array is SENTINEL:
|
||||||
|
logger.debug("Transcription processor received sentinel. Finishing.")
|
||||||
|
self.transcription_queue.task_done()
|
||||||
|
break
|
||||||
|
|
||||||
logger.info(f"{len(self.online.audio_buffer) / self.online.SAMPLING_RATE} seconds of audio to process.")
|
if not self.online: # Should not happen if queue is used
|
||||||
|
logger.warning("Transcription processor: self.online not initialized.")
|
||||||
|
self.transcription_queue.task_done()
|
||||||
|
continue
|
||||||
|
|
||||||
|
asr_internal_buffer_duration_s = len(self.online.audio_buffer) / self.online.SAMPLING_RATE
|
||||||
|
transcription_lag_s = max(0.0, time() - self.beg_loop - self.end_buffer)
|
||||||
|
|
||||||
|
logger.info(
|
||||||
|
f"ASR processing: internal_buffer={asr_internal_buffer_duration_s:.2f}s, "
|
||||||
|
f"lag={transcription_lag_s:.2f}s."
|
||||||
|
)
|
||||||
|
|
||||||
# Process transcription
|
# Process transcription
|
||||||
self.online.insert_audio_chunk(pcm_array)
|
self.online.insert_audio_chunk(pcm_array)
|
||||||
@@ -386,12 +312,15 @@ class AudioProcessor:
|
|||||||
await self.update_transcription(
|
await self.update_transcription(
|
||||||
new_tokens, buffer, end_buffer, self.full_transcription, self.sep
|
new_tokens, buffer, end_buffer, self.full_transcription, self.sep
|
||||||
)
|
)
|
||||||
|
self.transcription_queue.task_done()
|
||||||
|
|
||||||
except Exception as e:
|
except Exception as e:
|
||||||
logger.warning(f"Exception in transcription_processor: {e}")
|
logger.warning(f"Exception in transcription_processor: {e}")
|
||||||
logger.warning(f"Traceback: {traceback.format_exc()}")
|
logger.warning(f"Traceback: {traceback.format_exc()}")
|
||||||
finally:
|
if 'pcm_array' in locals() and pcm_array is not SENTINEL : # Check if pcm_array was assigned from queue
|
||||||
self.transcription_queue.task_done()
|
self.transcription_queue.task_done()
|
||||||
|
logger.info("Transcription processor task finished.")
|
||||||
|
|
||||||
|
|
||||||
async def diarization_processor(self, diarization_obj):
|
async def diarization_processor(self, diarization_obj):
|
||||||
"""Process audio chunks for speaker diarization."""
|
"""Process audio chunks for speaker diarization."""
|
||||||
@@ -400,6 +329,10 @@ class AudioProcessor:
|
|||||||
while True:
|
while True:
|
||||||
try:
|
try:
|
||||||
pcm_array = await self.diarization_queue.get()
|
pcm_array = await self.diarization_queue.get()
|
||||||
|
if pcm_array is SENTINEL:
|
||||||
|
logger.debug("Diarization processor received sentinel. Finishing.")
|
||||||
|
self.diarization_queue.task_done()
|
||||||
|
break
|
||||||
|
|
||||||
# Process diarization
|
# Process diarization
|
||||||
await diarization_obj.diarize(pcm_array)
|
await diarization_obj.diarize(pcm_array)
|
||||||
@@ -411,12 +344,15 @@ class AudioProcessor:
|
|||||||
)
|
)
|
||||||
|
|
||||||
await self.update_diarization(new_end, buffer_diarization)
|
await self.update_diarization(new_end, buffer_diarization)
|
||||||
|
self.diarization_queue.task_done()
|
||||||
|
|
||||||
except Exception as e:
|
except Exception as e:
|
||||||
logger.warning(f"Exception in diarization_processor: {e}")
|
logger.warning(f"Exception in diarization_processor: {e}")
|
||||||
logger.warning(f"Traceback: {traceback.format_exc()}")
|
logger.warning(f"Traceback: {traceback.format_exc()}")
|
||||||
finally:
|
if 'pcm_array' in locals() and pcm_array is not SENTINEL:
|
||||||
self.diarization_queue.task_done()
|
self.diarization_queue.task_done()
|
||||||
|
logger.info("Diarization processor task finished.")
|
||||||
|
|
||||||
|
|
||||||
async def results_formatter(self):
|
async def results_formatter(self):
|
||||||
"""Format processing results for output."""
|
"""Format processing results for output."""
|
||||||
@@ -506,6 +442,19 @@ class AudioProcessor:
|
|||||||
yield response
|
yield response
|
||||||
self.last_response_content = response_content
|
self.last_response_content = response_content
|
||||||
|
|
||||||
|
# Check for termination condition
|
||||||
|
if self.is_stopping:
|
||||||
|
all_processors_done = True
|
||||||
|
if self.args.transcription and self.transcription_task and not self.transcription_task.done():
|
||||||
|
all_processors_done = False
|
||||||
|
if self.args.diarization and self.diarization_task and not self.diarization_task.done():
|
||||||
|
all_processors_done = False
|
||||||
|
|
||||||
|
if all_processors_done:
|
||||||
|
logger.info("Results formatter: All upstream processors are done and in stopping state. Terminating.")
|
||||||
|
final_state = await self.get_current_state()
|
||||||
|
return
|
||||||
|
|
||||||
await asyncio.sleep(0.1) # Avoid overwhelming the client
|
await asyncio.sleep(0.1) # Avoid overwhelming the client
|
||||||
|
|
||||||
except Exception as e:
|
except Exception as e:
|
||||||
@@ -515,85 +464,117 @@ class AudioProcessor:
|
|||||||
|
|
||||||
async def create_tasks(self):
|
async def create_tasks(self):
|
||||||
"""Create and start processing tasks."""
|
"""Create and start processing tasks."""
|
||||||
|
self.all_tasks_for_cleanup = []
|
||||||
tasks = []
|
processing_tasks_for_watchdog = []
|
||||||
|
|
||||||
if self.args.transcription and self.online:
|
if self.args.transcription and self.online:
|
||||||
tasks.append(asyncio.create_task(self.transcription_processor()))
|
self.transcription_task = asyncio.create_task(self.transcription_processor())
|
||||||
|
self.all_tasks_for_cleanup.append(self.transcription_task)
|
||||||
|
processing_tasks_for_watchdog.append(self.transcription_task)
|
||||||
|
|
||||||
if self.args.diarization and self.diarization:
|
if self.args.diarization and self.diarization:
|
||||||
tasks.append(asyncio.create_task(self.diarization_processor(self.diarization))) # Corrected indentation
|
self.diarization_task = asyncio.create_task(self.diarization_processor(self.diarization))
|
||||||
|
self.all_tasks_for_cleanup.append(self.diarization_task)
|
||||||
if self.args.audio_input == "websocket":
|
processing_tasks_for_watchdog.append(self.diarization_task)
|
||||||
tasks.append(asyncio.create_task(self.ffmpeg_stdout_reader()))
|
|
||||||
elif self.args.audio_input == "pyaudiowpatch":
|
self.ffmpeg_reader_task = asyncio.create_task(self.ffmpeg_stdout_reader())
|
||||||
tasks.append(asyncio.create_task(self.pyaudiowpatch_reader()))
|
self.all_tasks_for_cleanup.append(self.ffmpeg_reader_task)
|
||||||
|
processing_tasks_for_watchdog.append(self.ffmpeg_reader_task)
|
||||||
|
|
||||||
# Monitor overall system health
|
# Monitor overall system health
|
||||||
async def watchdog():
|
self.watchdog_task = asyncio.create_task(self.watchdog(processing_tasks_for_watchdog))
|
||||||
while True:
|
self.all_tasks_for_cleanup.append(self.watchdog_task)
|
||||||
try:
|
|
||||||
await asyncio.sleep(10) # Check every 10 seconds instead of 60
|
|
||||||
|
|
||||||
current_time = time()
|
|
||||||
# Check for stalled tasks
|
|
||||||
for i, task in enumerate(tasks):
|
|
||||||
if task.done():
|
|
||||||
exc = task.exception() if task.done() else None
|
|
||||||
task_name = task.get_name() if hasattr(task, 'get_name') else f"Task {i}"
|
|
||||||
logger.error(f"{task_name} unexpectedly completed with exception: {exc}")
|
|
||||||
|
|
||||||
if self.args.audio_input == "websocket":
|
|
||||||
ffmpeg_idle_time = current_time - self.last_ffmpeg_activity
|
|
||||||
if ffmpeg_idle_time > 15: # 15 seconds instead of 180
|
|
||||||
logger.warning(f"FFmpeg idle for {ffmpeg_idle_time:.2f}s - may need attention")
|
|
||||||
|
|
||||||
# Force restart after 30 seconds of inactivity (instead of 600)
|
|
||||||
if ffmpeg_idle_time > 30:
|
|
||||||
logger.error("FFmpeg idle for too long, forcing restart")
|
|
||||||
await self.restart_ffmpeg()
|
|
||||||
|
|
||||||
elif self.args.audio_input == "pyaudiowpatch":
|
|
||||||
if self.pyaudio_stream and not self.pyaudio_stream.is_active():
|
|
||||||
logger.warning("PyAudioWPatch stream is not active. Attempting to restart or handle.")
|
|
||||||
|
|
||||||
except Exception as e:
|
|
||||||
logger.error(f"Error in watchdog task: {e}")
|
|
||||||
logger.error(traceback.format_exc())
|
|
||||||
|
|
||||||
tasks.append(asyncio.create_task(watchdog()))
|
|
||||||
self.tasks = tasks
|
|
||||||
|
|
||||||
return self.results_formatter()
|
return self.results_formatter()
|
||||||
|
|
||||||
|
async def watchdog(self, tasks_to_monitor):
|
||||||
|
"""Monitors the health of critical processing tasks."""
|
||||||
|
while True:
|
||||||
|
try:
|
||||||
|
await asyncio.sleep(10)
|
||||||
|
current_time = time()
|
||||||
|
|
||||||
|
for i, task in enumerate(tasks_to_monitor):
|
||||||
|
if task.done():
|
||||||
|
exc = task.exception()
|
||||||
|
task_name = task.get_name() if hasattr(task, 'get_name') else f"Monitored Task {i}"
|
||||||
|
if exc:
|
||||||
|
logger.error(f"{task_name} unexpectedly completed with exception: {exc}")
|
||||||
|
else:
|
||||||
|
logger.info(f"{task_name} completed normally.")
|
||||||
|
|
||||||
|
ffmpeg_idle_time = current_time - self.last_ffmpeg_activity
|
||||||
|
if ffmpeg_idle_time > 15:
|
||||||
|
logger.warning(f"FFmpeg idle for {ffmpeg_idle_time:.2f}s - may need attention.")
|
||||||
|
if ffmpeg_idle_time > 30 and not self.is_stopping:
|
||||||
|
logger.error("FFmpeg idle for too long and not in stopping phase, forcing restart.")
|
||||||
|
await self.restart_ffmpeg()
|
||||||
|
except asyncio.CancelledError:
|
||||||
|
logger.info("Watchdog task cancelled.")
|
||||||
|
break
|
||||||
|
except Exception as e:
|
||||||
|
logger.error(f"Error in watchdog task: {e}", exc_info=True)
|
||||||
|
|
||||||
async def cleanup(self):
|
async def cleanup(self):
|
||||||
"""Clean up resources when processing is complete."""
|
"""Clean up resources when processing is complete."""
|
||||||
for task in self.tasks:
|
logger.info("Starting cleanup of AudioProcessor resources.")
|
||||||
task.cancel()
|
for task in self.all_tasks_for_cleanup:
|
||||||
|
if task and not task.done():
|
||||||
try:
|
task.cancel()
|
||||||
await asyncio.gather(*self.tasks, return_exceptions=True)
|
|
||||||
if self.args.audio_input == "websocket" and self.ffmpeg_process:
|
created_tasks = [t for t in self.all_tasks_for_cleanup if t]
|
||||||
if self.ffmpeg_process.stdin:
|
if created_tasks:
|
||||||
|
await asyncio.gather(*created_tasks, return_exceptions=True)
|
||||||
|
logger.info("All processing tasks cancelled or finished.")
|
||||||
|
|
||||||
|
if self.ffmpeg_process:
|
||||||
|
if self.ffmpeg_process.stdin and not self.ffmpeg_process.stdin.closed:
|
||||||
|
try:
|
||||||
self.ffmpeg_process.stdin.close()
|
self.ffmpeg_process.stdin.close()
|
||||||
if self.ffmpeg_process.poll() is None:
|
except Exception as e:
|
||||||
self.ffmpeg_process.wait()
|
logger.warning(f"Error closing ffmpeg stdin during cleanup: {e}")
|
||||||
elif self.args.audio_input == "pyaudiowpatch":
|
|
||||||
if self.pyaudio_stream:
|
|
||||||
self.pyaudio_stream.stop_stream()
|
|
||||||
self.pyaudio_stream.close()
|
|
||||||
logger.info("PyAudioWPatch stream closed.")
|
|
||||||
if self.pyaudio_instance:
|
|
||||||
self.pyaudio_instance.terminate()
|
|
||||||
logger.info("PyAudioWPatch instance terminated.")
|
|
||||||
except Exception as e:
|
|
||||||
logger.warning(f"Error during cleanup: {e}")
|
|
||||||
logger.warning(traceback.format_exc())
|
|
||||||
|
|
||||||
if self.args.diarization and hasattr(self, 'diarization'):
|
# Wait for ffmpeg process to terminate
|
||||||
|
if self.ffmpeg_process.poll() is None: # Check if process is still running
|
||||||
|
logger.info("Waiting for FFmpeg process to terminate...")
|
||||||
|
try:
|
||||||
|
# Run wait in executor to avoid blocking async loop
|
||||||
|
await asyncio.get_event_loop().run_in_executor(None, self.ffmpeg_process.wait, 5.0) # 5s timeout
|
||||||
|
except Exception as e: # subprocess.TimeoutExpired is not directly caught by asyncio.wait_for with run_in_executor
|
||||||
|
logger.warning(f"FFmpeg did not terminate gracefully, killing. Error: {e}")
|
||||||
|
self.ffmpeg_process.kill()
|
||||||
|
await asyncio.get_event_loop().run_in_executor(None, self.ffmpeg_process.wait) # Wait for kill
|
||||||
|
logger.info("FFmpeg process terminated.")
|
||||||
|
|
||||||
|
if self.args.diarization and hasattr(self, 'diarization') and hasattr(self.diarization, 'close'):
|
||||||
self.diarization.close()
|
self.diarization.close()
|
||||||
|
logger.info("AudioProcessor cleanup complete.")
|
||||||
|
|
||||||
|
|
||||||
async def process_audio(self, message):
|
async def process_audio(self, message):
|
||||||
"""Process incoming audio data."""
|
"""Process incoming audio data."""
|
||||||
|
# If already stopping or stdin is closed, ignore further audio, especially residual chunks.
|
||||||
|
if self.is_stopping or (self.ffmpeg_process and self.ffmpeg_process.stdin and self.ffmpeg_process.stdin.closed):
|
||||||
|
logger.warning(f"AudioProcessor is stopping or stdin is closed. Ignoring incoming audio message (length: {len(message)}).")
|
||||||
|
if not message and self.ffmpeg_process and self.ffmpeg_process.stdin and not self.ffmpeg_process.stdin.closed:
|
||||||
|
logger.info("Received empty message while already in stopping state; ensuring stdin is closed.")
|
||||||
|
try:
|
||||||
|
self.ffmpeg_process.stdin.close()
|
||||||
|
except Exception as e:
|
||||||
|
logger.warning(f"Error closing ffmpeg stdin on redundant stop signal during stopping state: {e}")
|
||||||
|
return
|
||||||
|
|
||||||
|
if not message: # primary signal to start stopping
|
||||||
|
logger.info("Empty audio message received, initiating stop sequence.")
|
||||||
|
self.is_stopping = True
|
||||||
|
if self.ffmpeg_process and self.ffmpeg_process.stdin and not self.ffmpeg_process.stdin.closed:
|
||||||
|
try:
|
||||||
|
self.ffmpeg_process.stdin.close()
|
||||||
|
logger.info("FFmpeg stdin closed due to primary stop signal.")
|
||||||
|
except Exception as e:
|
||||||
|
logger.warning(f"Error closing ffmpeg stdin on stop: {e}")
|
||||||
|
return
|
||||||
|
|
||||||
retry_count = 0
|
retry_count = 0
|
||||||
max_retries = 3
|
max_retries = 3
|
||||||
|
|
||||||
@@ -602,37 +583,14 @@ class AudioProcessor:
|
|||||||
if not hasattr(self, '_last_heartbeat') or current_time - self._last_heartbeat >= 10:
|
if not hasattr(self, '_last_heartbeat') or current_time - self._last_heartbeat >= 10:
|
||||||
logger.debug(f"Processing audio chunk, last FFmpeg activity: {current_time - self.last_ffmpeg_activity:.2f}s ago")
|
logger.debug(f"Processing audio chunk, last FFmpeg activity: {current_time - self.last_ffmpeg_activity:.2f}s ago")
|
||||||
self._last_heartbeat = current_time
|
self._last_heartbeat = current_time
|
||||||
|
|
||||||
if self.args.audio_input != "websocket":
|
|
||||||
# logger.debug("Audio input is not WebSocket, skipping process_audio.")
|
|
||||||
return # Do nothing if input is not WebSocket
|
|
||||||
|
|
||||||
while retry_count < max_retries:
|
while retry_count < max_retries:
|
||||||
try:
|
try:
|
||||||
|
if not self.ffmpeg_process or not hasattr(self.ffmpeg_process, 'stdin') or self.ffmpeg_process.poll() is not None:
|
||||||
if not self.ffmpeg_process or self.ffmpeg_process.poll() is not None:
|
logger.warning("FFmpeg process not available, restarting...")
|
||||||
logger.warning("FFmpeg process not running or unavailable, attempting restart...")
|
|
||||||
await self.restart_ffmpeg()
|
await self.restart_ffmpeg()
|
||||||
|
|
||||||
if not self.ffmpeg_process or self.ffmpeg_process.poll() is not None:
|
loop = asyncio.get_running_loop()
|
||||||
logger.error("FFmpeg restart failed or process terminated immediately.")
|
|
||||||
# maybe raise an error or break after retries
|
|
||||||
await asyncio.sleep(1)
|
|
||||||
retry_count += 1
|
|
||||||
continue
|
|
||||||
|
|
||||||
# Ensure stdin is available
|
|
||||||
if not hasattr(self.ffmpeg_process, 'stdin') or self.ffmpeg_process.stdin.closed:
|
|
||||||
logger.warning("FFmpeg stdin is not available or closed. Restarting...")
|
|
||||||
await self.restart_ffmpeg()
|
|
||||||
if not hasattr(self.ffmpeg_process, 'stdin') or self.ffmpeg_process.stdin.closed:
|
|
||||||
logger.error("FFmpeg stdin still unavailable after restart.")
|
|
||||||
await asyncio.sleep(1)
|
|
||||||
retry_count += 1
|
|
||||||
continue
|
|
||||||
|
|
||||||
|
|
||||||
loop = asyncio.get_running_loop()
|
|
||||||
try:
|
try:
|
||||||
await asyncio.wait_for(
|
await asyncio.wait_for(
|
||||||
loop.run_in_executor(None, lambda: self.ffmpeg_process.stdin.write(message)),
|
loop.run_in_executor(None, lambda: self.ffmpeg_process.stdin.write(message)),
|
||||||
@@ -668,4 +626,4 @@ class AudioProcessor:
|
|||||||
else:
|
else:
|
||||||
logger.error("Maximum retries reached for FFmpeg process")
|
logger.error("Maximum retries reached for FFmpeg process")
|
||||||
await self.restart_ffmpeg()
|
await self.restart_ffmpeg()
|
||||||
return
|
return
|
||||||
|
|||||||
@@ -3,47 +3,27 @@ from fastapi import FastAPI, WebSocket, WebSocketDisconnect
|
|||||||
from fastapi.responses import HTMLResponse
|
from fastapi.responses import HTMLResponse
|
||||||
from fastapi.middleware.cors import CORSMiddleware
|
from fastapi.middleware.cors import CORSMiddleware
|
||||||
|
|
||||||
from whisperlivekit import WhisperLiveKit, get_parsed_args
|
from whisperlivekit import WhisperLiveKit, parse_args
|
||||||
from whisperlivekit.audio_processor import AudioProcessor
|
from whisperlivekit.audio_processor import AudioProcessor
|
||||||
|
|
||||||
import asyncio
|
import asyncio
|
||||||
import logging
|
import logging
|
||||||
import os, sys
|
import os, sys
|
||||||
|
import argparse
|
||||||
|
|
||||||
logging.basicConfig(level=logging.INFO, format="%(asctime)s - %(levelname)s - %(message)s")
|
logging.basicConfig(level=logging.INFO, format="%(asctime)s - %(levelname)s - %(message)s")
|
||||||
logging.getLogger().setLevel(logging.WARNING)
|
logging.getLogger().setLevel(logging.WARNING)
|
||||||
logger = logging.getLogger(__name__)
|
logger = logging.getLogger(__name__)
|
||||||
logger.setLevel(logging.DEBUG)
|
logger.setLevel(logging.DEBUG)
|
||||||
|
|
||||||
|
kit = None
|
||||||
|
|
||||||
@asynccontextmanager
|
@asynccontextmanager
|
||||||
async def lifespan(app: FastAPI):
|
async def lifespan(app: FastAPI):
|
||||||
logger.info("Starting up...")
|
global kit
|
||||||
kit = WhisperLiveKit()
|
kit = WhisperLiveKit()
|
||||||
app.state.kit = kit
|
|
||||||
logger.info(f"Audio Input mode: {kit.args.audio_input}")
|
|
||||||
|
|
||||||
audio_processor = AudioProcessor()
|
|
||||||
app.state.audio_processor = audio_processor
|
|
||||||
app.state.results_generator = None # Initialize
|
|
||||||
|
|
||||||
if kit.args.audio_input == "pyaudiowpatch":
|
|
||||||
logger.info("Starting PyAudioWPatch processing tasks...")
|
|
||||||
try:
|
|
||||||
app.state.results_generator = await audio_processor.create_tasks()
|
|
||||||
except Exception as e:
|
|
||||||
logger.critical(f"Failed to start PyAudioWPatch processing: {e}", exc_info=True)
|
|
||||||
else:
|
|
||||||
logger.info("WebSocket input mode selected. Processing will start on client connection.")
|
|
||||||
|
|
||||||
yield
|
yield
|
||||||
|
|
||||||
logger.info("Shutting down...")
|
|
||||||
if hasattr(app.state, 'audio_processor') and app.state.audio_processor:
|
|
||||||
logger.info("Cleaning up AudioProcessor...")
|
|
||||||
await app.state.audio_processor.cleanup()
|
|
||||||
logger.info("Shutdown complete.")
|
|
||||||
|
|
||||||
|
|
||||||
app = FastAPI(lifespan=lifespan)
|
app = FastAPI(lifespan=lifespan)
|
||||||
app.add_middleware(
|
app.add_middleware(
|
||||||
CORSMiddleware,
|
CORSMiddleware,
|
||||||
@@ -56,123 +36,72 @@ app.add_middleware(
|
|||||||
|
|
||||||
@app.get("/")
|
@app.get("/")
|
||||||
async def get():
|
async def get():
|
||||||
return HTMLResponse(app.state.kit.web_interface())
|
return HTMLResponse(kit.web_interface())
|
||||||
|
|
||||||
|
|
||||||
async def handle_websocket_results(websocket: WebSocket, results_generator):
|
async def handle_websocket_results(websocket, results_generator):
|
||||||
"""Consumes results from the audio processor and sends them via WebSocket."""
|
"""Consumes results from the audio processor and sends them via WebSocket."""
|
||||||
try:
|
try:
|
||||||
async for response in results_generator:
|
async for response in results_generator:
|
||||||
await websocket.send_json(response)
|
await websocket.send_json(response)
|
||||||
|
# when the results_generator finishes it means all audio has been processed
|
||||||
|
logger.info("Results generator finished. Sending 'ready_to_stop' to client.")
|
||||||
|
await websocket.send_json({"type": "ready_to_stop"})
|
||||||
|
except WebSocketDisconnect:
|
||||||
|
logger.info("WebSocket disconnected while handling results (client likely closed connection).")
|
||||||
except Exception as e:
|
except Exception as e:
|
||||||
logger.warning(f"Error in WebSocket results handler: {e}")
|
logger.warning(f"Error in WebSocket results handler: {e}")
|
||||||
|
|
||||||
|
|
||||||
@app.websocket("/asr")
|
@app.websocket("/asr")
|
||||||
async def websocket_endpoint(websocket: WebSocket):
|
async def websocket_endpoint(websocket: WebSocket):
|
||||||
await websocket.accept()
|
audio_processor = AudioProcessor()
|
||||||
logger.info("WebSocket connection accepted.")
|
|
||||||
|
|
||||||
audio_processor = app.state.audio_processor
|
await websocket.accept()
|
||||||
kit_args = app.state.kit.args
|
logger.info("WebSocket connection opened.")
|
||||||
results_generator = None
|
|
||||||
websocket_task = None
|
results_generator = await audio_processor.create_tasks()
|
||||||
receive_task = None
|
websocket_task = asyncio.create_task(handle_websocket_results(websocket, results_generator))
|
||||||
|
|
||||||
try:
|
try:
|
||||||
if kit_args.audio_input == "websocket":
|
while True:
|
||||||
logger.info("WebSocket mode: Starting processing tasks for this connection.")
|
message = await websocket.receive_bytes()
|
||||||
results_generator = await audio_processor.create_tasks()
|
await audio_processor.process_audio(message)
|
||||||
websocket_task = asyncio.create_task(handle_websocket_results(websocket, results_generator))
|
except KeyError as e:
|
||||||
|
if 'bytes' in str(e):
|
||||||
async def receive_audio():
|
logger.warning(f"Client has closed the connection.")
|
||||||
try:
|
|
||||||
while True:
|
|
||||||
message = await websocket.receive_bytes()
|
|
||||||
await audio_processor.process_audio(message)
|
|
||||||
except WebSocketDisconnect:
|
|
||||||
logger.info("WebSocket disconnected by client (receive_audio).")
|
|
||||||
except Exception as e:
|
|
||||||
logger.error(f"Error receiving audio: {e}", exc_info=True)
|
|
||||||
finally:
|
|
||||||
logger.debug("Receive audio task finished.")
|
|
||||||
|
|
||||||
|
|
||||||
receive_task = asyncio.create_task(receive_audio())
|
|
||||||
done, pending = await asyncio.wait(
|
|
||||||
{websocket_task, receive_task},
|
|
||||||
return_when=asyncio.FIRST_COMPLETED,
|
|
||||||
)
|
|
||||||
for task in pending:
|
|
||||||
task.cancel() # Cancel the other task
|
|
||||||
|
|
||||||
elif kit_args.audio_input == "pyaudiowpatch":
|
|
||||||
logger.info("PyAudioWPatch mode: Streaming existing results.")
|
|
||||||
results_generator = app.state.results_generator
|
|
||||||
if results_generator is None:
|
|
||||||
logger.error("PyAudioWPatch results generator not available. Was startup successful?")
|
|
||||||
await websocket.close(code=1011, reason="Server error: Audio processing not started.")
|
|
||||||
return
|
|
||||||
|
|
||||||
websocket_task = asyncio.create_task(handle_websocket_results(websocket, results_generator))
|
|
||||||
await websocket_task
|
|
||||||
|
|
||||||
else:
|
else:
|
||||||
logger.error(f"Unsupported audio input mode configured: {kit_args.audio_input}")
|
logger.error(f"Unexpected KeyError in websocket_endpoint: {e}", exc_info=True)
|
||||||
await websocket.close(code=1011, reason="Server configuration error.")
|
|
||||||
|
|
||||||
except WebSocketDisconnect:
|
except WebSocketDisconnect:
|
||||||
logger.info("WebSocket disconnected by client.")
|
logger.info("WebSocket disconnected by client during message receiving loop.")
|
||||||
except Exception as e:
|
except Exception as e:
|
||||||
logger.error(f"Error in WebSocket endpoint: {e}", exc_info=True)
|
logger.error(f"Unexpected error in websocket_endpoint main loop: {e}", exc_info=True)
|
||||||
# Attempt to close gracefully
|
|
||||||
try:
|
|
||||||
await websocket.close(code=1011, reason=f"Server error: {e}")
|
|
||||||
except Exception:
|
|
||||||
pass # Ignore errors during close after another error
|
|
||||||
finally:
|
finally:
|
||||||
logger.info("Cleaning up WebSocket connection...")
|
logger.info("Cleaning up WebSocket endpoint...")
|
||||||
if websocket_task and not websocket_task.done():
|
if not websocket_task.done():
|
||||||
websocket_task.cancel()
|
websocket_task.cancel()
|
||||||
if receive_task and not receive_task.done():
|
try:
|
||||||
receive_task.cancel()
|
await websocket_task
|
||||||
|
except asyncio.CancelledError:
|
||||||
if kit_args.audio_input == "websocket":
|
logger.info("WebSocket results handler task was cancelled.")
|
||||||
pass
|
except Exception as e:
|
||||||
|
logger.warning(f"Exception while awaiting websocket_task completion: {e}")
|
||||||
logger.info("WebSocket connection closed.")
|
|
||||||
|
await audio_processor.cleanup()
|
||||||
|
logger.info("WebSocket endpoint cleaned up successfully.")
|
||||||
|
|
||||||
def main():
|
def main():
|
||||||
"""Entry point for the CLI command."""
|
"""Entry point for the CLI command."""
|
||||||
import uvicorn
|
import uvicorn
|
||||||
|
|
||||||
# Get the globally parsed arguments
|
args = parse_args()
|
||||||
args = get_parsed_args()
|
|
||||||
|
|
||||||
# Set logger level based on args
|
|
||||||
log_level_name = args.log_level.upper()
|
|
||||||
# Ensure the level name is valid for the logging module
|
|
||||||
numeric_level = getattr(logging, log_level_name, None)
|
|
||||||
if not isinstance(numeric_level, int):
|
|
||||||
logging.warning(f"Invalid log level: {args.log_level}. Defaulting to INFO.")
|
|
||||||
numeric_level = logging.INFO
|
|
||||||
logging.getLogger().setLevel(numeric_level) # Set root logger level
|
|
||||||
# Set our specific logger level too
|
|
||||||
logger.setLevel(numeric_level)
|
|
||||||
logger.info(f"Log level set to: {log_level_name}")
|
|
||||||
|
|
||||||
# Determine uvicorn log level (map CRITICAL to critical, etc.)
|
|
||||||
uvicorn_log_level = log_level_name.lower()
|
|
||||||
if uvicorn_log_level == "debug": # Uvicorn uses 'trace' for more verbose than debug
|
|
||||||
uvicorn_log_level = "trace"
|
|
||||||
|
|
||||||
|
|
||||||
uvicorn_kwargs = {
|
uvicorn_kwargs = {
|
||||||
"app": "whisperlivekit.basic_server:app",
|
"app": "whisperlivekit.basic_server:app",
|
||||||
"host":args.host,
|
"host":args.host,
|
||||||
"port":args.port,
|
"port":args.port,
|
||||||
"reload": False,
|
"reload": False,
|
||||||
"log_level": uvicorn_log_level,
|
"log_level": "info",
|
||||||
"lifespan": "on",
|
"lifespan": "on",
|
||||||
}
|
}
|
||||||
|
|
||||||
|
|||||||
@@ -1,13 +1,10 @@
|
|||||||
import sys
|
|
||||||
from argparse import Namespace, ArgumentParser
|
|
||||||
try:
|
try:
|
||||||
from whisperlivekit.whisper_streaming_custom.whisper_online import backend_factory, warmup_asr
|
from whisperlivekit.whisper_streaming_custom.whisper_online import backend_factory, warmup_asr
|
||||||
except ImportError:
|
except ImportError:
|
||||||
if '.' not in sys.path:
|
from .whisper_streaming_custom.whisper_online import backend_factory, warmup_asr
|
||||||
sys.path.insert(0, '.')
|
from argparse import Namespace, ArgumentParser
|
||||||
from whisperlivekit.whisper_streaming_custom.whisper_online import backend_factory, warmup_asr
|
|
||||||
|
|
||||||
def _parse_args_internal():
|
def parse_args():
|
||||||
parser = ArgumentParser(description="Whisper FastAPI Online Server")
|
parser = ArgumentParser(description="Whisper FastAPI Online Server")
|
||||||
parser.add_argument(
|
parser.add_argument(
|
||||||
"--host",
|
"--host",
|
||||||
@@ -133,55 +130,38 @@ def _parse_args_internal():
|
|||||||
help="Set the log level",
|
help="Set the log level",
|
||||||
default="DEBUG",
|
default="DEBUG",
|
||||||
)
|
)
|
||||||
parser.add_argument(
|
|
||||||
"--audio-input",
|
|
||||||
type=str,
|
|
||||||
default="websocket",
|
|
||||||
choices=["websocket", "pyaudiowpatch"],
|
|
||||||
help="Source of the audio input. 'websocket' expects audio via WebSocket (default). 'pyaudiowpatch' uses PyAudioWPatch to capture system audio output.",
|
|
||||||
)
|
|
||||||
parser.add_argument("--ssl-certfile", type=str, help="Path to the SSL certificate file.", default=None)
|
parser.add_argument("--ssl-certfile", type=str, help="Path to the SSL certificate file.", default=None)
|
||||||
parser.add_argument("--ssl-keyfile", type=str, help="Path to the SSL private key file.", default=None)
|
parser.add_argument("--ssl-keyfile", type=str, help="Path to the SSL private key file.", default=None)
|
||||||
|
|
||||||
|
|
||||||
args = parser.parse_args()
|
args = parser.parse_args()
|
||||||
|
|
||||||
args.transcription = not args.no_transcription
|
args.transcription = not args.no_transcription
|
||||||
args.vad = not args.no_vad
|
args.vad = not args.no_vad
|
||||||
delattr(args, 'no_transcription')
|
delattr(args, 'no_transcription')
|
||||||
delattr(args, 'no_vad')
|
delattr(args, 'no_vad')
|
||||||
|
|
||||||
return args
|
return args
|
||||||
|
|
||||||
_cli_args = _parse_args_internal()
|
|
||||||
|
|
||||||
def get_parsed_args() -> Namespace:
|
|
||||||
"""Returns the globally parsed command-line arguments."""
|
|
||||||
return _cli_args
|
|
||||||
|
|
||||||
# --- WhisperLiveKit Class ---
|
|
||||||
class WhisperLiveKit:
|
class WhisperLiveKit:
|
||||||
_instance = None
|
_instance = None
|
||||||
_initialized = False
|
_initialized = False
|
||||||
|
|
||||||
def __new__(cls, args: Namespace = None, **kwargs):
|
def __new__(cls, *args, **kwargs):
|
||||||
if cls._instance is None:
|
if cls._instance is None:
|
||||||
cls._instance = super().__new__(cls)
|
cls._instance = super().__new__(cls)
|
||||||
return cls._instance
|
return cls._instance
|
||||||
|
|
||||||
def __init__(self, args: Namespace = None, **kwargs):
|
def __init__(self, **kwargs):
|
||||||
"""
|
|
||||||
Initializes WhisperLiveKit.
|
|
||||||
|
|
||||||
Args:
|
|
||||||
args (Namespace, optional): Pre-parsed arguments. If None, uses globally parsed args.
|
|
||||||
Defaults to None.
|
|
||||||
**kwargs: Additional keyword arguments (currently not used directly but captured).
|
|
||||||
"""
|
|
||||||
if WhisperLiveKit._initialized:
|
if WhisperLiveKit._initialized:
|
||||||
return
|
return
|
||||||
|
|
||||||
self.args = args if args is not None else get_parsed_args()
|
default_args = vars(parse_args())
|
||||||
|
|
||||||
|
merged_args = {**default_args, **kwargs}
|
||||||
|
|
||||||
|
self.args = Namespace(**merged_args)
|
||||||
|
|
||||||
self.asr = None
|
self.asr = None
|
||||||
self.tokenizer = None
|
self.tokenizer = None
|
||||||
self.diarization = None
|
self.diarization = None
|
||||||
|
|||||||
@@ -308,6 +308,7 @@
|
|||||||
let waveCtx = waveCanvas.getContext("2d");
|
let waveCtx = waveCanvas.getContext("2d");
|
||||||
let animationFrame = null;
|
let animationFrame = null;
|
||||||
let waitingForStop = false;
|
let waitingForStop = false;
|
||||||
|
let lastReceivedData = null;
|
||||||
waveCanvas.width = 60 * (window.devicePixelRatio || 1);
|
waveCanvas.width = 60 * (window.devicePixelRatio || 1);
|
||||||
waveCanvas.height = 30 * (window.devicePixelRatio || 1);
|
waveCanvas.height = 30 * (window.devicePixelRatio || 1);
|
||||||
waveCtx.scale(window.devicePixelRatio || 1, window.devicePixelRatio || 1);
|
waveCtx.scale(window.devicePixelRatio || 1, window.devicePixelRatio || 1);
|
||||||
@@ -357,18 +358,31 @@
|
|||||||
|
|
||||||
websocket.onclose = () => {
|
websocket.onclose = () => {
|
||||||
if (userClosing) {
|
if (userClosing) {
|
||||||
if (!statusText.textContent.includes("Recording stopped. Processing final audio")) { // This is a bit of a hack. We should have a better way to handle this. eg. using a status code.
|
if (waitingForStop) {
|
||||||
statusText.textContent = "Finished processing audio! Ready to record again.";
|
statusText.textContent = "Processing finalized or connection closed.";
|
||||||
|
if (lastReceivedData) {
|
||||||
|
renderLinesWithBuffer(
|
||||||
|
lastReceivedData.lines || [],
|
||||||
|
lastReceivedData.buffer_diarization || "",
|
||||||
|
lastReceivedData.buffer_transcription || "",
|
||||||
|
0, 0, true // isFinalizing = true
|
||||||
|
);
|
||||||
|
}
|
||||||
}
|
}
|
||||||
waitingForStop = false;
|
// If ready_to_stop was received, statusText is already "Finished processing..."
|
||||||
|
// and waitingForStop is false.
|
||||||
} else {
|
} else {
|
||||||
statusText.textContent =
|
statusText.textContent = "Disconnected from the WebSocket server. (Check logs if model is loading.)";
|
||||||
"Disconnected from the WebSocket server. (Check logs if model is loading.)";
|
|
||||||
if (isRecording) {
|
if (isRecording) {
|
||||||
stopRecording();
|
stopRecording();
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
userClosing = false;
|
isRecording = false;
|
||||||
|
waitingForStop = false;
|
||||||
|
userClosing = false;
|
||||||
|
lastReceivedData = null;
|
||||||
|
websocket = null;
|
||||||
|
updateUI();
|
||||||
};
|
};
|
||||||
|
|
||||||
websocket.onerror = () => {
|
websocket.onerror = () => {
|
||||||
@@ -382,24 +396,31 @@
|
|||||||
|
|
||||||
// Check for status messages
|
// Check for status messages
|
||||||
if (data.type === "ready_to_stop") {
|
if (data.type === "ready_to_stop") {
|
||||||
console.log("Ready to stop, closing WebSocket");
|
console.log("Ready to stop received, finalizing display and closing WebSocket.");
|
||||||
|
|
||||||
// signal that we are not waiting for stop anymore
|
|
||||||
waitingForStop = false;
|
waitingForStop = false;
|
||||||
recordButton.disabled = false; // this should be elsewhere
|
|
||||||
console.log("Record button enabled");
|
|
||||||
|
|
||||||
//Now we can close the WebSocket
|
if (lastReceivedData) {
|
||||||
if (websocket) {
|
renderLinesWithBuffer(
|
||||||
websocket.close();
|
lastReceivedData.lines || [],
|
||||||
websocket = null;
|
lastReceivedData.buffer_diarization || "",
|
||||||
|
lastReceivedData.buffer_transcription || "",
|
||||||
|
0, // No more lag
|
||||||
|
0, // No more lag
|
||||||
|
true // isFinalizing = true
|
||||||
|
);
|
||||||
}
|
}
|
||||||
|
statusText.textContent = "Finished processing audio! Ready to record again.";
|
||||||
|
recordButton.disabled = false;
|
||||||
|
|
||||||
|
if (websocket) {
|
||||||
|
websocket.close(); // will trigger onclose
|
||||||
|
// websocket = null; // onclose handle setting websocket to null
|
||||||
|
}
|
||||||
return;
|
return;
|
||||||
}
|
}
|
||||||
|
|
||||||
|
lastReceivedData = data;
|
||||||
|
|
||||||
// Handle normal transcription updates
|
// Handle normal transcription updates
|
||||||
const {
|
const {
|
||||||
lines = [],
|
lines = [],
|
||||||
@@ -414,13 +435,14 @@
|
|||||||
buffer_diarization,
|
buffer_diarization,
|
||||||
buffer_transcription,
|
buffer_transcription,
|
||||||
remaining_time_diarization,
|
remaining_time_diarization,
|
||||||
remaining_time_transcription
|
remaining_time_transcription,
|
||||||
|
false // isFinalizing = false for normal updates
|
||||||
);
|
);
|
||||||
};
|
};
|
||||||
});
|
});
|
||||||
}
|
}
|
||||||
|
|
||||||
function renderLinesWithBuffer(lines, buffer_diarization, buffer_transcription, remaining_time_diarization, remaining_time_transcription) {
|
function renderLinesWithBuffer(lines, buffer_diarization, buffer_transcription, remaining_time_diarization, remaining_time_transcription, isFinalizing = false) {
|
||||||
const linesHtml = lines.map((item, idx) => {
|
const linesHtml = lines.map((item, idx) => {
|
||||||
let timeInfo = "";
|
let timeInfo = "";
|
||||||
if (item.beg !== undefined && item.end !== undefined) {
|
if (item.beg !== undefined && item.end !== undefined) {
|
||||||
@@ -430,30 +452,46 @@
|
|||||||
let speakerLabel = "";
|
let speakerLabel = "";
|
||||||
if (item.speaker === -2) {
|
if (item.speaker === -2) {
|
||||||
speakerLabel = `<span class="silence">Silence<span id='timeInfo'>${timeInfo}</span></span>`;
|
speakerLabel = `<span class="silence">Silence<span id='timeInfo'>${timeInfo}</span></span>`;
|
||||||
} else if (item.speaker == 0) {
|
} else if (item.speaker == 0 && !isFinalizing) {
|
||||||
speakerLabel = `<span class='loading'><span class="spinner"></span><span id='timeInfo'>${remaining_time_diarization} second(s) of audio are undergoing diarization</span></span>`;
|
speakerLabel = `<span class='loading'><span class="spinner"></span><span id='timeInfo'>${remaining_time_diarization} second(s) of audio are undergoing diarization</span></span>`;
|
||||||
} else if (item.speaker == -1) {
|
} else if (item.speaker == -1) {
|
||||||
speakerLabel = `<span id="speaker"><span id='timeInfo'>${timeInfo}</span></span>`;
|
speakerLabel = `<span id="speaker">Speaker 1<span id='timeInfo'>${timeInfo}</span></span>`;
|
||||||
} else if (item.speaker !== -1) {
|
} else if (item.speaker !== -1 && item.speaker !== 0) {
|
||||||
speakerLabel = `<span id="speaker">Speaker ${item.speaker}<span id='timeInfo'>${timeInfo}</span></span>`;
|
speakerLabel = `<span id="speaker">Speaker ${item.speaker}<span id='timeInfo'>${timeInfo}</span></span>`;
|
||||||
}
|
}
|
||||||
|
|
||||||
let textContent = item.text;
|
|
||||||
if (idx === lines.length - 1) {
|
let currentLineText = item.text || "";
|
||||||
speakerLabel += `<span class="label_transcription"><span class="spinner"></span>Transcription lag <span id='timeInfo'>${remaining_time_transcription}s</span></span>`
|
|
||||||
}
|
if (idx === lines.length - 1) {
|
||||||
if (idx === lines.length - 1 && buffer_diarization) {
|
if (!isFinalizing) {
|
||||||
speakerLabel += `<span class="label_diarization"><span class="spinner"></span>Diarization lag<span id='timeInfo'>${remaining_time_diarization}s</span></span>`
|
if (remaining_time_transcription > 0) {
|
||||||
textContent += `<span class="buffer_diarization">${buffer_diarization}</span>`;
|
speakerLabel += `<span class="label_transcription"><span class="spinner"></span>Transcription lag <span id='timeInfo'>${remaining_time_transcription}s</span></span>`;
|
||||||
}
|
}
|
||||||
if (idx === lines.length - 1) {
|
if (buffer_diarization && remaining_time_diarization > 0) {
|
||||||
textContent += `<span class="buffer_transcription">${buffer_transcription}</span>`;
|
speakerLabel += `<span class="label_diarization"><span class="spinner"></span>Diarization lag<span id='timeInfo'>${remaining_time_diarization}s</span></span>`;
|
||||||
|
}
|
||||||
|
}
|
||||||
|
|
||||||
|
if (buffer_diarization) {
|
||||||
|
if (isFinalizing) {
|
||||||
|
currentLineText += (currentLineText.length > 0 && buffer_diarization.trim().length > 0 ? " " : "") + buffer_diarization.trim();
|
||||||
|
} else {
|
||||||
|
currentLineText += `<span class="buffer_diarization">${buffer_diarization}</span>`;
|
||||||
|
}
|
||||||
|
}
|
||||||
|
if (buffer_transcription) {
|
||||||
|
if (isFinalizing) {
|
||||||
|
currentLineText += (currentLineText.length > 0 && buffer_transcription.trim().length > 0 ? " " : "") + buffer_transcription.trim();
|
||||||
|
} else {
|
||||||
|
currentLineText += `<span class="buffer_transcription">${buffer_transcription}</span>`;
|
||||||
|
}
|
||||||
|
}
|
||||||
}
|
}
|
||||||
|
|
||||||
|
return currentLineText.trim().length > 0 || speakerLabel.length > 0
|
||||||
return textContent
|
? `<p>${speakerLabel}<br/><div class='textcontent'>${currentLineText}</div></p>`
|
||||||
? `<p>${speakerLabel}<br/><div class='textcontent'>${textContent}</div></p>`
|
: `<p>${speakerLabel}<br/></p>`;
|
||||||
: `<p>${speakerLabel}<br/></p>`;
|
|
||||||
}).join("");
|
}).join("");
|
||||||
|
|
||||||
linesTranscriptDiv.innerHTML = linesHtml;
|
linesTranscriptDiv.innerHTML = linesHtml;
|
||||||
@@ -578,20 +616,6 @@
|
|||||||
timerElement.textContent = "00:00";
|
timerElement.textContent = "00:00";
|
||||||
startTime = null;
|
startTime = null;
|
||||||
|
|
||||||
if (websocket && websocket.readyState === WebSocket.OPEN) {
|
|
||||||
try {
|
|
||||||
await websocket.send(JSON.stringify({
|
|
||||||
type: "stop",
|
|
||||||
message: "User stopped recording"
|
|
||||||
}));
|
|
||||||
statusText.textContent = "Recording stopped. Processing final audio...";
|
|
||||||
} catch (e) {
|
|
||||||
console.error("Could not send stop message:", e);
|
|
||||||
statusText.textContent = "Recording stopped. Error during final audio processing.";
|
|
||||||
websocket.close();
|
|
||||||
websocket = null;
|
|
||||||
}
|
|
||||||
}
|
|
||||||
|
|
||||||
isRecording = false;
|
isRecording = false;
|
||||||
updateUI();
|
updateUI();
|
||||||
@@ -625,19 +649,22 @@
|
|||||||
|
|
||||||
function updateUI() {
|
function updateUI() {
|
||||||
recordButton.classList.toggle("recording", isRecording);
|
recordButton.classList.toggle("recording", isRecording);
|
||||||
|
recordButton.disabled = waitingForStop;
|
||||||
|
|
||||||
if (waitingForStop) {
|
if (waitingForStop) {
|
||||||
statusText.textContent = "Please wait for processing to complete...";
|
if (statusText.textContent !== "Recording stopped. Processing final audio...") {
|
||||||
recordButton.disabled = true; // Optionally disable the button while waiting
|
statusText.textContent = "Please wait for processing to complete...";
|
||||||
console.log("Record button disabled");
|
}
|
||||||
} else if (isRecording) {
|
} else if (isRecording) {
|
||||||
statusText.textContent = "Recording...";
|
statusText.textContent = "Recording...";
|
||||||
recordButton.disabled = false;
|
|
||||||
console.log("Record button enabled");
|
|
||||||
} else {
|
} else {
|
||||||
statusText.textContent = "Click to start transcription";
|
if (statusText.textContent !== "Finished processing audio! Ready to record again." &&
|
||||||
|
statusText.textContent !== "Processing finalized or connection closed.") {
|
||||||
|
statusText.textContent = "Click to start transcription";
|
||||||
|
}
|
||||||
|
}
|
||||||
|
if (!waitingForStop) {
|
||||||
recordButton.disabled = false;
|
recordButton.disabled = false;
|
||||||
console.log("Record button enabled");
|
|
||||||
}
|
}
|
||||||
}
|
}
|
||||||
|
|
||||||
@@ -645,4 +672,4 @@
|
|||||||
</script>
|
</script>
|
||||||
</body>
|
</body>
|
||||||
|
|
||||||
</html>
|
</html>
|
||||||
|
|||||||
Reference in New Issue
Block a user