Spaces:
Running
on
Zero
Running
on
Zero
add new_app with better stop_streaming_flags
Browse files- app/new_session_utils.py +237 -0
- new_app.py +270 -0
app/new_session_utils.py
ADDED
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@@ -0,0 +1,237 @@
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| 1 |
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import os
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| 2 |
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import json
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| 3 |
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import uuid
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| 4 |
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import shutil
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| 5 |
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from datetime import datetime
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from app.logger_config import logger as logging
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import gradio as gr
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# TMP_DIR = "/tmp/canary_aed_streaming"
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| 9 |
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| 10 |
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TMP_DIR = os.getenv("TMP_DIR", "/tmp/canary_aed_streaming")
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| 11 |
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ACTIVE_SESSIONS_FILE = os.path.join(TMP_DIR, "active_sessions.json")
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# ---------------------------
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# Helper to manage the JSON
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# ---------------------------
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| 17 |
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def _read_sessions():
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if not os.path.exists(ACTIVE_SESSIONS_FILE):
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return {}
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try:
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with open(ACTIVE_SESSIONS_FILE, "r") as f:
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return json.load(f)
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except Exception:
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return {}
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def _write_sessions(data):
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os.makedirs(os.path.dirname(ACTIVE_SESSIONS_FILE), exist_ok=True)
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with open(ACTIVE_SESSIONS_FILE, "w") as f:
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json.dump(data, f, indent=2)
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# ---------------------------
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# LOAD
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# ---------------------------
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| 36 |
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def on_load(request: gr.Request):
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| 37 |
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"""Called when a new visitor opens the app."""
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| 38 |
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session_hash = request.session_hash # ✅ Directly use session_hash as unique ID
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| 39 |
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sessions = _read_sessions()
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| 40 |
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| 41 |
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sessions[session_hash] = {
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| 42 |
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"session_hash": session_hash,
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"file": "",
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"start_time": datetime.utcnow().strftime("%H:%M:%S"),
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"status": "active",
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}
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| 48 |
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_write_sessions(sessions)
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| 49 |
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logging.info(f"[{session_hash}] Session registered (on_load).")
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return session_hash, session_hash # can be used as gr.State + display
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# ---------------------------
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| 55 |
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# UNLOAD
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# ---------------------------
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def on_unload(request: gr.Request):
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| 58 |
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"""Called when the visitor closes or refreshes the app."""
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| 59 |
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sid = request.session_hash
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| 60 |
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sessions = _read_sessions()
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| 61 |
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| 62 |
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if sid in sessions:
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| 63 |
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create_stop_flag(sid)
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| 64 |
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sessions.pop(sid)
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| 65 |
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_write_sessions(sessions)
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remove_session_data(sid)
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| 67 |
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unregister_session(sid)
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| 68 |
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logging.info(f"[{sid}] Session removed (on_unload).")
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| 69 |
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else:
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logging.info(f"[{sid}] No active session found to remove.")
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def ensure_tmp_dir():
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"""Ensures the base temporary directory exists."""
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try:
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os.makedirs(TMP_DIR, exist_ok=True)
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| 76 |
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except Exception as e:
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| 77 |
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logging.error(f"Failed to create tmp directory {TMP_DIR}: {e}")
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| 78 |
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| 79 |
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| 80 |
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def reset_all_active_sessions():
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| 81 |
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"""Removes all temporary session files and folders at startup."""
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| 82 |
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ensure_tmp_dir()
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try:
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| 85 |
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# --- Remove active sessions file ---
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| 86 |
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if os.path.exists(ACTIVE_SESSIONS_FILE):
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os.remove(ACTIVE_SESSIONS_FILE)
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| 88 |
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logging.info("Active sessions file reset at startup.")
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| 89 |
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else:
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logging.debug("No active sessions file found to reset.")
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except Exception as e:
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logging.error(f"Error resetting active sessions: {e}")
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| 94 |
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| 95 |
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def remove_session_data(session_id: str):
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| 96 |
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"""Removes all temporary files and data related to a specific session."""
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| 97 |
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if not session_id:
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| 98 |
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logging.warning("reset_session() called without a valid session_id.")
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| 99 |
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return
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| 101 |
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try:
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| 102 |
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# --- Remove session from active_sessions.json ---
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| 103 |
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if os.path.exists(ACTIVE_SESSIONS_FILE):
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| 104 |
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try:
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| 105 |
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with open(ACTIVE_SESSIONS_FILE, "r") as f:
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| 106 |
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data = json.load(f)
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| 107 |
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if session_id in data:
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| 108 |
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data.pop(session_id)
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| 109 |
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with open(ACTIVE_SESSIONS_FILE, "w") as f:
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| 110 |
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json.dump(data, f, indent=2)
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| 111 |
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logging.debug(f"[{session_id}] Removed from active_sessions.json.")
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except Exception as e:
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| 113 |
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logging.warning(f"[{session_id}] Failed to update active_sessions.json: {e}")
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| 114 |
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| 115 |
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# --- Define all possible session file patterns ---
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| 116 |
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files_to_remove = [
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| 117 |
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f"progress_{session_id}.json",
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| 118 |
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# f"stream_stop_flag_{session_id}.txt",
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| 119 |
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f"transcribe_stop_flag_{session_id}.txt",
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| 120 |
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f"transcribe_active_{session_id}.txt",
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| 121 |
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]
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| 122 |
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| 123 |
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# --- Remove all temporary files ---
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| 124 |
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for fname in files_to_remove:
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| 125 |
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path = os.path.join(TMP_DIR, fname)
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| 126 |
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if os.path.exists(path):
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| 127 |
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try:
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| 128 |
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os.remove(path)
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| 129 |
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logging.debug(f"[{session_id}] Removed file: {fname}")
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| 130 |
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except Exception as e:
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| 131 |
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logging.warning(f"[{session_id}] Failed to remove file {fname}: {e}")
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| 132 |
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| 133 |
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# --- Remove chunk folder if exists ---
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| 134 |
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chunk_dir = os.path.join(TMP_DIR, f"chunks_{session_id}")
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| 135 |
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if os.path.isdir(chunk_dir):
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| 136 |
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try:
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| 137 |
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shutil.rmtree(chunk_dir)
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| 138 |
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logging.debug(f"[{session_id}] Removed chunk folder: chunks_{session_id}")
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| 139 |
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except Exception as e:
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| 140 |
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logging.warning(f"[{session_id}] Failed to remove chunk folder: {e}")
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| 141 |
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| 142 |
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logging.info(f"[{session_id}] Session fully reset.")
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| 143 |
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| 144 |
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except Exception as e:
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| 145 |
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logging.error(f"[{session_id}] Error during reset_session: {e}")
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| 146 |
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def generate_session_id() -> str:
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| 147 |
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"""Generates a unique session ID."""
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| 148 |
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sid = str(uuid.uuid4())
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| 149 |
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logging.debug(f"[{sid}] New session created.")
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| 150 |
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return sid
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| 151 |
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| 152 |
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| 153 |
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def register_session(session_id: str, filepath: str):
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| 154 |
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"""Registers a new session."""
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| 155 |
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ensure_tmp_dir()
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| 156 |
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data = {}
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| 157 |
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if os.path.exists(ACTIVE_SESSIONS_FILE):
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| 158 |
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with open(ACTIVE_SESSIONS_FILE, "r") as f:
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| 159 |
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try:
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| 160 |
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data = json.load(f)
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| 161 |
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except Exception:
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| 162 |
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data = {}
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| 163 |
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| 164 |
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data[session_id] = {
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| 165 |
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"session_id": session_id,
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| 166 |
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"file": filepath,
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| 167 |
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"start_time": datetime.utcnow().strftime("%H:%M:%S"),
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| 168 |
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"status": "active",
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| 169 |
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}
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| 170 |
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| 171 |
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with open(ACTIVE_SESSIONS_FILE, "w") as f:
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| 172 |
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json.dump(data, f)
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| 173 |
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| 174 |
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logging.debug(f"[{session_id}] Session registered in active_sessions.json.")
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| 175 |
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| 176 |
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| 177 |
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def unregister_session(session_id: str):
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| 178 |
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"""Removes a session from the registry."""
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| 179 |
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if not os.path.exists(ACTIVE_SESSIONS_FILE):
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| 180 |
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return
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| 181 |
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| 182 |
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try:
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| 183 |
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with open(ACTIVE_SESSIONS_FILE, "r") as f:
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| 184 |
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data = json.load(f)
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| 185 |
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if session_id in data:
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| 186 |
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data.pop(session_id)
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| 187 |
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with open(ACTIVE_SESSIONS_FILE, "w") as f:
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| 188 |
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json.dump(data, f)
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| 189 |
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logging.debug(f"[{session_id}] Session unregistered.")
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| 190 |
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except Exception as e:
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| 191 |
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logging.error(f"[{session_id}] Error unregistering session: {e}")
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| 192 |
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| 193 |
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| 194 |
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def get_active_sessions():
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| 195 |
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"""Returns active sessions as a list of rows for the DataFrame."""
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| 196 |
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if not os.path.exists(ACTIVE_SESSIONS_FILE):
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| 197 |
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return []
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| 198 |
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| 199 |
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try:
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| 200 |
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with open(ACTIVE_SESSIONS_FILE, "r") as f:
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| 201 |
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data = json.load(f)
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| 202 |
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| 203 |
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rows = [
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| 204 |
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[
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| 205 |
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s.get("session_id", ""),
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| 206 |
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s.get("file", ""),
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| 207 |
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s.get("start_time", ""),
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| 208 |
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s.get("status", ""),
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| 209 |
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]
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| 210 |
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for s in data.values()
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| 211 |
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]
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| 212 |
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return rows
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| 213 |
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except Exception as e:
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| 214 |
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logging.error(f"Error reading active sessions: {e}")
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| 215 |
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return []
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| 216 |
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| 217 |
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| 218 |
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def stop_file_path(session_id: str) -> str:
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| 219 |
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"""Returns the stop-flag file path for a given session."""
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| 220 |
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ensure_tmp_dir()
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| 221 |
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return os.path.join(TMP_DIR, f"stream_stop_flag_{session_id}.txt")
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| 222 |
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| 223 |
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| 224 |
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def create_stop_flag(session_id: str):
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| 225 |
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"""Creates a stop-flag file for this session."""
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| 226 |
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path = stop_file_path(session_id)
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| 227 |
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with open(path, "w") as f:
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| 228 |
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f.write("1")
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| 229 |
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logging.info(f"[{session_id}] Stop flag file created at {path}.")
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| 230 |
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| 231 |
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| 232 |
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def clear_stop_flag(session_id: str):
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| 233 |
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"""Deletes the stop-flag file if it exists."""
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| 234 |
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path = stop_file_path(session_id)
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| 235 |
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if os.path.exists(path):
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| 236 |
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os.remove(path)
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| 237 |
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logging.debug(f"[{session_id}] Stop flag cleared.")
|
new_app.py
ADDED
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|
| 1 |
+
from app.logger_config import logger as logging
|
| 2 |
+
import numpy as np
|
| 3 |
+
import gradio as gr
|
| 4 |
+
import asyncio
|
| 5 |
+
from fastrtc.webrtc import WebRTC
|
| 6 |
+
from pydub import AudioSegment
|
| 7 |
+
import time
|
| 8 |
+
import os
|
| 9 |
+
from gradio.utils import get_space
|
| 10 |
+
|
| 11 |
+
from app.logger_config import logger as logging
|
| 12 |
+
from app.utils import (
|
| 13 |
+
generate_coturn_config
|
| 14 |
+
)
|
| 15 |
+
from app.session_utils import (
|
| 16 |
+
on_load,
|
| 17 |
+
on_unload,
|
| 18 |
+
get_active_sessions,
|
| 19 |
+
reset_all_active_sessions,
|
| 20 |
+
)
|
| 21 |
+
reset_all_active_sessions()
|
| 22 |
+
EXAMPLE_FILES = ["data/bonjour.wav", "data/bonjour2.wav"]
|
| 23 |
+
DEFAULT_FILE = EXAMPLE_FILES[0]
|
| 24 |
+
|
| 25 |
+
def _is_stop_requested(stop_streaming_flags: dict) -> bool:
|
| 26 |
+
if not isinstance(stop_streaming_flags, dict):
|
| 27 |
+
return False
|
| 28 |
+
return bool(stop_streaming_flags.get("stop", False))
|
| 29 |
+
|
| 30 |
+
def read_and_stream_audio(filepath_to_stream: str, session_id: str, stop_streaming_flags: dict):
|
| 31 |
+
"""
|
| 32 |
+
Un générateur synchrone qui lit un fichier audio (via filepath_to_stream)
|
| 33 |
+
et le streame chunk par chunk d'1 seconde.
|
| 34 |
+
"""
|
| 35 |
+
|
| 36 |
+
if not session_id:
|
| 37 |
+
logging.warning( "Aucun session_id fourni, arrêt du stream par sécurité.")
|
| 38 |
+
return
|
| 39 |
+
|
| 40 |
+
if isinstance(stop_streaming_flags, dict):
|
| 41 |
+
stop_streaming_flags["stop"] = False
|
| 42 |
+
else:
|
| 43 |
+
logging.warning(f" [{session_id}] Stop stop_streaming_flags non initialisés, le stream continuera sans contrôle d'arrêt.")
|
| 44 |
+
|
| 45 |
+
if not filepath_to_stream or not os.path.exists(filepath_to_stream):
|
| 46 |
+
logging.error(f"[{session_id}] Fichier audio non trouvé ou non spécifié : {filepath_to_stream}")
|
| 47 |
+
# Tenter d'utiliser le fichier par défaut en cas de problème
|
| 48 |
+
if os.path.exists(DEFAULT_FILE):
|
| 49 |
+
logging.warning(f"[{session_id}] Utilisation du fichier par défaut : {DEFAULT_FILE}")
|
| 50 |
+
filepath_to_stream = DEFAULT_FILE
|
| 51 |
+
else:
|
| 52 |
+
logging.error(f"[{session_id}] Fichier par défaut non trouvé. Arrêt du stream.")
|
| 53 |
+
return
|
| 54 |
+
|
| 55 |
+
logging.info(f"[{session_id}] Préparation du segment audio depuis : {filepath_to_stream}")
|
| 56 |
+
|
| 57 |
+
try:
|
| 58 |
+
segment = AudioSegment.from_file(filepath_to_stream)
|
| 59 |
+
chunk_duree_ms = 1000
|
| 60 |
+
logging.info(f"[{session_id}] Début du streaming en chunks de {chunk_duree_ms}ms...")
|
| 61 |
+
|
| 62 |
+
for i, chunk in enumerate(segment[::chunk_duree_ms]):
|
| 63 |
+
iter_start_time = time.perf_counter()
|
| 64 |
+
logging.info(f"Envoi du chunk {i+1}...")
|
| 65 |
+
|
| 66 |
+
if _is_stop_requested(stop_streaming_flags):
|
| 67 |
+
logging.info(f"[{session_id}]Signal d'arrêt reçu, arrêt de la boucle.")
|
| 68 |
+
break
|
| 69 |
+
|
| 70 |
+
output_chunk = (
|
| 71 |
+
chunk.frame_rate,
|
| 72 |
+
np.array(chunk.get_array_of_samples()).reshape(1, -1),
|
| 73 |
+
)
|
| 74 |
+
|
| 75 |
+
yield output_chunk
|
| 76 |
+
|
| 77 |
+
iter_end_time = time.perf_counter()
|
| 78 |
+
processing_duration_ms = (iter_end_time - iter_start_time) * 1000
|
| 79 |
+
|
| 80 |
+
sleep_duration = (chunk_duree_ms / 1000.0) - (processing_duration_ms / 1000.0) - 0.1
|
| 81 |
+
if sleep_duration < 0:
|
| 82 |
+
sleep_duration = 0.01 # Éviter un temps de sommeil négatif
|
| 83 |
+
|
| 84 |
+
logging.debug(f"[{session_id}]Temps de traitement: {processing_duration_ms:.2f}ms, Sommeil: {sleep_duration:.2f}s")
|
| 85 |
+
|
| 86 |
+
elapsed = 0.0
|
| 87 |
+
interval = 0.05
|
| 88 |
+
while elapsed < sleep_duration:
|
| 89 |
+
if _is_stop_requested(stop_streaming_flags):
|
| 90 |
+
logging.info(f"[{session_id}]Signal d'arrêt reçu pendant l'attente.")
|
| 91 |
+
break
|
| 92 |
+
wait_chunk = min(interval, sleep_duration - elapsed)
|
| 93 |
+
time.sleep(wait_chunk)
|
| 94 |
+
elapsed += wait_chunk
|
| 95 |
+
if _is_stop_requested(stop_streaming_flags):
|
| 96 |
+
break
|
| 97 |
+
|
| 98 |
+
logging.info(f"[{session_id}]Streaming terminé.")
|
| 99 |
+
|
| 100 |
+
except asyncio.CancelledError:
|
| 101 |
+
logging.info(f"[{session_id}]Stream arrêté par l'utilisateur (CancelledError).")
|
| 102 |
+
raise
|
| 103 |
+
except FileNotFoundError:
|
| 104 |
+
logging.error(f"[{session_id}] Erreur critique : Fichier non trouvé : {filepath_to_stream}")
|
| 105 |
+
except Exception as e:
|
| 106 |
+
logging.error(f"[{session_id}] Erreur pendant le stream: {e}", exc_info=True)
|
| 107 |
+
raise
|
| 108 |
+
finally:
|
| 109 |
+
if isinstance(stop_streaming_flags, dict):
|
| 110 |
+
stop_streaming_flags["stop"] = False
|
| 111 |
+
logging.info(f"[{session_id}]Signal d'arrêt nettoyé.")
|
| 112 |
+
|
| 113 |
+
|
| 114 |
+
def stop_streaming(session_id: str, stop_streaming_flags: dict):
|
| 115 |
+
"""Active le signal d'arrêt pour le générateur."""
|
| 116 |
+
logging.info("Bouton Stop cliqué: envoi du signal d'arrêt.")
|
| 117 |
+
if not isinstance(stop_streaming_flags, dict):
|
| 118 |
+
stop_streaming_flags = {"stop": True}
|
| 119 |
+
else:
|
| 120 |
+
stop_streaming_flags["stop"] = True
|
| 121 |
+
return stop_streaming_flags
|
| 122 |
+
|
| 123 |
+
# --- Interface Gradio ---
|
| 124 |
+
|
| 125 |
+
with gr.Blocks(theme=gr.themes.Soft()) as demo:
|
| 126 |
+
|
| 127 |
+
session_hash = gr.State()
|
| 128 |
+
session_hash_box = gr.Textbox(label="Session ID", interactive=False)
|
| 129 |
+
demo.load(fn=on_load, inputs=None, outputs=[session_hash, session_hash_box])
|
| 130 |
+
demo.unload(on_unload)
|
| 131 |
+
|
| 132 |
+
stop_streaming_flags = gr.State(value={"stop": False})
|
| 133 |
+
|
| 134 |
+
|
| 135 |
+
|
| 136 |
+
|
| 137 |
+
|
| 138 |
+
gr.Markdown(
|
| 139 |
+
"## Application 'Streamer' WebRTC (Serveur -> Client)\n"
|
| 140 |
+
"Utilisez l'exemple fourni, uploadez un fichier ou enregistrez depuis votre micro, "
|
| 141 |
+
"puis cliquez sur 'Start' pour écouter le stream."
|
| 142 |
+
)
|
| 143 |
+
|
| 144 |
+
# 1. État pour stocker le chemin du fichier à lire
|
| 145 |
+
active_filepath = gr.State(value=DEFAULT_FILE)
|
| 146 |
+
|
| 147 |
+
with gr.Row():
|
| 148 |
+
with gr.Column():
|
| 149 |
+
main_audio = gr.Audio(
|
| 150 |
+
label="Source Audio",
|
| 151 |
+
sources=["upload", "microphone"], # Combine les deux sources
|
| 152 |
+
type="filepath",
|
| 153 |
+
value=DEFAULT_FILE, # Défaut au premier exemple
|
| 154 |
+
)
|
| 155 |
+
with gr.Column():
|
| 156 |
+
webrtc_stream = WebRTC(
|
| 157 |
+
label="Stream Audio",
|
| 158 |
+
mode="receive",
|
| 159 |
+
modality="audio",
|
| 160 |
+
rtc_configuration=generate_coturn_config(),
|
| 161 |
+
visible=True, # Caché par défaut
|
| 162 |
+
height = 200,
|
| 163 |
+
)
|
| 164 |
+
# 4. Boutons de contrôle
|
| 165 |
+
with gr.Row():
|
| 166 |
+
with gr.Column():
|
| 167 |
+
start_button = gr.Button("Start Streaming", variant="primary")
|
| 168 |
+
stop_button = gr.Button("Stop Streaming", variant="stop", interactive=False)
|
| 169 |
+
with gr.Column():
|
| 170 |
+
gr.Text()
|
| 171 |
+
|
| 172 |
+
def set_new_file(filepath):
|
| 173 |
+
"""Met à jour l'état avec le nouveau chemin, ou revient au défaut si None."""
|
| 174 |
+
if filepath is None:
|
| 175 |
+
logging.info("Audio effacé, retour au fichier d'exemple par défaut.")
|
| 176 |
+
new_path = DEFAULT_FILE
|
| 177 |
+
else:
|
| 178 |
+
logging.info(f"Nouvelle source audio sélectionnée : {filepath}")
|
| 179 |
+
new_path = filepath
|
| 180 |
+
# Retourne la valeur à mettre dans le gr.State
|
| 181 |
+
return new_path
|
| 182 |
+
|
| 183 |
+
# Mettre à jour le chemin si l'utilisateur upload, efface, ou change le fichier
|
| 184 |
+
main_audio.change(
|
| 185 |
+
fn=set_new_file,
|
| 186 |
+
inputs=[main_audio],
|
| 187 |
+
outputs=[active_filepath]
|
| 188 |
+
)
|
| 189 |
+
|
| 190 |
+
# Mettre à jour le chemin si l'utilisateur termine un enregistrement
|
| 191 |
+
main_audio.stop_recording(
|
| 192 |
+
fn=set_new_file,
|
| 193 |
+
inputs=[main_audio],
|
| 194 |
+
outputs=[active_filepath]
|
| 195 |
+
)
|
| 196 |
+
|
| 197 |
+
|
| 198 |
+
# Fonctions pour mettre à jour l'état de l'interface
|
| 199 |
+
def start_streaming_ui(session_id: str, flags: dict):
|
| 200 |
+
logging.info("UI : Démarrage du streaming. Désactivation des contrôles.")
|
| 201 |
+
if not isinstance(flags, dict):
|
| 202 |
+
flags = {"stop": False}
|
| 203 |
+
else:
|
| 204 |
+
flags["stop"] = False
|
| 205 |
+
return (
|
| 206 |
+
gr.Button(interactive=False),
|
| 207 |
+
gr.Button(interactive=True),
|
| 208 |
+
gr.Audio(visible=False),
|
| 209 |
+
flags,
|
| 210 |
+
)
|
| 211 |
+
|
| 212 |
+
def stop_streaming_ui(flags: dict):
|
| 213 |
+
logging.info("UI : Arrêt du streaming. Réactivation des contrôles.")
|
| 214 |
+
return (
|
| 215 |
+
gr.Button(interactive=True),
|
| 216 |
+
gr.Button(interactive=False),
|
| 217 |
+
gr.Audio(
|
| 218 |
+
label="Source Audio",
|
| 219 |
+
sources=["upload", "microphone"],
|
| 220 |
+
type="filepath",
|
| 221 |
+
value=active_filepath.value,
|
| 222 |
+
visible=True,
|
| 223 |
+
),
|
| 224 |
+
)
|
| 225 |
+
|
| 226 |
+
|
| 227 |
+
ui_components = [
|
| 228 |
+
start_button, stop_button,
|
| 229 |
+
main_audio,
|
| 230 |
+
]
|
| 231 |
+
|
| 232 |
+
stream_event = webrtc_stream.stream(
|
| 233 |
+
fn=read_and_stream_audio,
|
| 234 |
+
inputs=[active_filepath, session_hash, stop_streaming_flags],
|
| 235 |
+
outputs=[webrtc_stream],
|
| 236 |
+
trigger=start_button.click,
|
| 237 |
+
concurrency_id="audio_stream", # ID de concurrence
|
| 238 |
+
concurrency_limit=10
|
| 239 |
+
)
|
| 240 |
+
|
| 241 |
+
# Mettre à jour l'interface au clic sur START
|
| 242 |
+
start_button.click(
|
| 243 |
+
fn=start_streaming_ui,
|
| 244 |
+
inputs=[session_hash, stop_streaming_flags],
|
| 245 |
+
outputs=ui_components + [stop_streaming_flags]
|
| 246 |
+
)
|
| 247 |
+
|
| 248 |
+
# Correction : S'assurer que le stream est bien annulé
|
| 249 |
+
stop_button.click(
|
| 250 |
+
fn=stop_streaming,
|
| 251 |
+
inputs=[session_hash, stop_streaming_flags],
|
| 252 |
+
outputs=[stop_streaming_flags],
|
| 253 |
+
).then(
|
| 254 |
+
fn=stop_streaming_ui, # ENSUITE, mettre à jour l'interface
|
| 255 |
+
inputs=[stop_streaming_flags],
|
| 256 |
+
outputs=ui_components
|
| 257 |
+
)
|
| 258 |
+
# --- Active sessions ---
|
| 259 |
+
with gr.Accordion("📊 Active Sessions", open=False):
|
| 260 |
+
sessions_table = gr.DataFrame(
|
| 261 |
+
headers=["session_hash", "file", "start_time", "status"],
|
| 262 |
+
interactive=False,
|
| 263 |
+
wrap=True,
|
| 264 |
+
max_height=200,
|
| 265 |
+
)
|
| 266 |
+
|
| 267 |
+
gr.Timer(3.0).tick(fn=get_active_sessions, outputs=sessions_table)
|
| 268 |
+
|
| 269 |
+
if __name__ == "__main__":
|
| 270 |
+
demo.queue(max_size=10, api_open=False).launch(show_api=False, debug=True)
|