Spaces:
Sleeping
Sleeping
Joffrey Thomas commited on
Commit ·
68d5702
1
Parent(s): f259931
change app.py
Browse files
app.py
CHANGED
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@@ -3,9 +3,9 @@ import asyncio
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import base64
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import json
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import os
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import queue
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import threading
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import time
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import gradio as gr
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import numpy as np
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@@ -22,19 +22,48 @@ SAMPLE_RATE = 16_000
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WARMUP_DURATION = 2.0 # seconds of silence for warmup
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WPM_WINDOW = 10 # seconds for running mean calculation
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CALIBRATION_PERIOD = 5 # seconds before showing WPM
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SESSION_TIMEOUT =
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# Close the websocket after this many seconds without receiving any audio frames.
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INACTIVITY_TIMEOUT = int(os.environ.get("INACTIVITY_TIMEOUT", "20"))
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# Global config (shared across users)
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ws_url = ""
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model = ""
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class UserSession:
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"""Per-user session state."""
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def __init__(self):
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self.
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self.transcription_text = ""
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self.is_running = False
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self.status_message = "ready"
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@@ -43,6 +72,7 @@ class UserSession:
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self.session_start_time = None
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self.last_audio_time = None
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self._start_lock = threading.Lock()
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# Load CSS from external file
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@@ -212,7 +242,6 @@ async def websocket_handler(session):
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if session.last_audio_time is not None:
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idle = time.time() - session.last_audio_time
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if idle >= INACTIVITY_TIMEOUT:
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print(f"Inactivity timeout reached ({INACTIVITY_TIMEOUT}s). Closing websocket.")
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session.is_running = False
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session.status_message = "ready"
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break
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@@ -220,24 +249,23 @@ async def websocket_handler(session):
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if session.session_start_time is not None:
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elapsed = time.time() - session.session_start_time
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if elapsed >= SESSION_TIMEOUT:
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print(f"Session timeout reached ({SESSION_TIMEOUT}s)")
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session.is_running = False
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session.status_message = "timeout"
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break
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)
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continue
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except Exception as e:
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session.is_running = False
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break
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@@ -264,37 +292,45 @@ async def websocket_handler(session):
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session.word_timestamps.append(time.time())
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session.current_wpm = calculate_wpm(session)
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except Exception as e:
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-
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session.is_running = False
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await asyncio.gather(send_audio(), receive_transcription(), return_exceptions=True)
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except websockets.exceptions.ConnectionClosed:
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# Normal closure
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pass
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except Exception as e:
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error_msg = str(e) if str(e) else type(e).__name__
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session.status_message = "error"
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finally:
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session.is_running = False
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def start_websocket(session):
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"""Start WebSocket connection
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session.is_running = True
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def auto_start_recording(session):
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@@ -304,14 +340,21 @@ def auto_start_recording(session):
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if session.is_running:
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return get_transcription_html(session.transcription_text, session.status_message, session.current_wpm)
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session.transcription_text = ""
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session.word_timestamps = []
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session.current_wpm = "Calibrating..."
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session.session_start_time = time.time()
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session.last_audio_time = time.time()
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session.status_message = "connecting"
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return get_transcription_html(session.transcription_text, session.status_message, session.current_wpm)
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@@ -321,12 +364,17 @@ def clear_history(session):
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session.is_running = False
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session.last_audio_time = None
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#
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session.transcription_text = ""
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session.word_timestamps = []
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@@ -381,11 +429,12 @@ def process_audio(audio, session):
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pcm16 = (audio_float * 32767).astype(np.int16)
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b64_chunk = base64.b64encode(pcm16.tobytes()).decode("utf-8")
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# Non-blocking put to queue
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try:
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return get_transcription_html(session.transcription_text, session.status_message, session.current_wpm)
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except Exception as e:
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@@ -393,6 +442,14 @@ def process_audio(audio, session):
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return get_transcription_html(session.transcription_text, session.status_message, session.current_wpm)
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# Gradio interface
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with gr.Blocks(title="Voxtral Real-time Transcription") as demo:
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session_state = gr.State(value=lambda: UserSession())
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@@ -437,7 +494,7 @@ with gr.Blocks(title="Voxtral Real-time Transcription") as demo:
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inputs=[audio_input, session_state],
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outputs=[transcription_display],
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show_progress="hidden",
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concurrency_limit=
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)
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model = os.environ.get("MODEL", "mistralai/Voxtral-Mini-4B-Realtime-2602")
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@@ -445,5 +502,8 @@ host = os.environ.get("HOST", "")
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ws_url = f"wss://{host}/v1/realtime"
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import base64
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import json
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import os
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import threading
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import time
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import uuid
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import gradio as gr
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import numpy as np
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WARMUP_DURATION = 2.0 # seconds of silence for warmup
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WPM_WINDOW = 10 # seconds for running mean calculation
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CALIBRATION_PERIOD = 5 # seconds before showing WPM
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SESSION_TIMEOUT = int(os.environ.get("SESSION_TIMEOUT", "60"))
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INACTIVITY_TIMEOUT = int(os.environ.get("INACTIVITY_TIMEOUT", "20"))
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MAX_CONCURRENT_SESSIONS = int(os.environ.get("MAX_SESSIONS", "50"))
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# Global config (shared across users)
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ws_url = ""
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model = ""
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# Global event loop for all websocket connections (runs in single background thread)
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_event_loop = None
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_loop_thread = None
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_loop_lock = threading.Lock()
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# Track active sessions for resource management
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_active_sessions = {}
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_sessions_lock = threading.Lock()
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def get_event_loop():
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"""Get or create the shared event loop."""
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global _event_loop, _loop_thread
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with _loop_lock:
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if _event_loop is None or not _event_loop.is_running():
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_event_loop = asyncio.new_event_loop()
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_loop_thread = threading.Thread(target=_run_event_loop, daemon=True)
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_loop_thread.start()
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# Wait for loop to start
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time.sleep(0.1)
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return _event_loop
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def _run_event_loop():
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"""Run the event loop in background thread."""
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asyncio.set_event_loop(_event_loop)
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_event_loop.run_forever()
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class UserSession:
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"""Per-user session state."""
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def __init__(self):
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self.session_id = str(uuid.uuid4())
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self.audio_queue = asyncio.Queue(maxsize=100) # Use async queue
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self.transcription_text = ""
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self.is_running = False
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self.status_message = "ready"
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self.session_start_time = None
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self.last_audio_time = None
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self._start_lock = threading.Lock()
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self._task = None # Track the async task
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# Load CSS from external file
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if session.last_audio_time is not None:
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idle = time.time() - session.last_audio_time
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if idle >= INACTIVITY_TIMEOUT:
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session.is_running = False
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session.status_message = "ready"
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break
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if session.session_start_time is not None:
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elapsed = time.time() - session.session_start_time
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if elapsed >= SESSION_TIMEOUT:
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session.is_running = False
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session.status_message = "timeout"
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break
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try:
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chunk = await asyncio.wait_for(session.audio_queue.get(), timeout=0.1)
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if session.is_running:
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await ws.send(
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json.dumps(
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{"type": "input_audio_buffer.append", "audio": chunk}
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)
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)
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except asyncio.TimeoutError:
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continue
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except Exception as e:
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if session.is_running: # Only log if unexpected
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print(f"Error sending audio: {e}")
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session.is_running = False
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break
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session.word_timestamps.append(time.time())
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session.current_wpm = calculate_wpm(session)
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except asyncio.CancelledError:
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pass # Normal cancellation
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except Exception as e:
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if session.is_running:
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print(f"Error receiving transcription: {e}")
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session.is_running = False
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await asyncio.gather(send_audio(), receive_transcription(), return_exceptions=True)
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except asyncio.CancelledError:
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pass # Normal cancellation
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except websockets.exceptions.ConnectionClosed:
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pass # Normal closure
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except Exception as e:
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error_msg = str(e) if str(e) else type(e).__name__
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if "ConnectionReset" not in error_msg: # Suppress common disconnect errors
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print(f"WebSocket error: {error_msg}")
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session.status_message = "error"
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finally:
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session.is_running = False
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# Remove from active sessions
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with _sessions_lock:
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_active_sessions.pop(session.session_id, None)
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def start_websocket(session):
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"""Start WebSocket connection using the shared event loop."""
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session.is_running = True
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# Register this session
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with _sessions_lock:
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_active_sessions[session.session_id] = session
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# Submit to the shared event loop
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loop = get_event_loop()
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future = asyncio.run_coroutine_threadsafe(websocket_handler(session), loop)
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session._task = future
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# Don't block - the coroutine runs in the background
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# Cleanup happens in websocket_handler's finally block
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def auto_start_recording(session):
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if session.is_running:
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return get_transcription_html(session.transcription_text, session.status_message, session.current_wpm)
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# Check if we've hit max concurrent sessions
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with _sessions_lock:
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if len(_active_sessions) >= MAX_CONCURRENT_SESSIONS:
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session.status_message = "error"
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return get_transcription_html("Server at capacity. Please try again later.", "error", "")
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session.transcription_text = ""
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session.word_timestamps = []
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session.current_wpm = "Calibrating..."
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session.session_start_time = time.time()
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session.last_audio_time = time.time()
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session.status_message = "connecting"
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# Start websocket (now non-blocking, uses shared event loop)
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start_websocket(session)
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return get_transcription_html(session.transcription_text, session.status_message, session.current_wpm)
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session.is_running = False
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session.last_audio_time = None
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# Cancel the running task if any
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if session._task is not None:
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session._task.cancel()
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session._task = None
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# Remove from active sessions
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with _sessions_lock:
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_active_sessions.pop(session.session_id, None)
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# Create a fresh async queue (old one may have items)
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session.audio_queue = asyncio.Queue(maxsize=100)
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session.transcription_text = ""
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session.word_timestamps = []
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pcm16 = (audio_float * 32767).astype(np.int16)
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b64_chunk = base64.b64encode(pcm16.tobytes()).decode("utf-8")
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# Non-blocking put to async queue (thread-safe)
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try:
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loop = get_event_loop()
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loop.call_soon_threadsafe(lambda: _safe_queue_put(session.audio_queue, b64_chunk))
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except Exception:
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pass # Skip if queue is full or loop issues
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return get_transcription_html(session.transcription_text, session.status_message, session.current_wpm)
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except Exception as e:
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return get_transcription_html(session.transcription_text, session.status_message, session.current_wpm)
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def _safe_queue_put(q, item):
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"""Safely put item in async queue without blocking."""
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try:
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q.put_nowait(item)
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except asyncio.QueueFull:
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pass # Drop frame if queue is full
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# Gradio interface
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with gr.Blocks(title="Voxtral Real-time Transcription") as demo:
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session_state = gr.State(value=lambda: UserSession())
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inputs=[audio_input, session_state],
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outputs=[transcription_display],
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show_progress="hidden",
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concurrency_limit=100, # Allow many concurrent audio streams
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)
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model = os.environ.get("MODEL", "mistralai/Voxtral-Mini-4B-Realtime-2602")
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ws_url = f"wss://{host}/v1/realtime"
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# Initialize the shared event loop at startup
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get_event_loop()
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demo.queue(default_concurrency_limit=50)
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demo.launch(css=CUSTOM_CSS, theme=gr.themes.Base(), ssr_mode=False, max_threads=100)
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