Add ACTION_WATCH_* settings, background watch loop in FastAPI lifespan, and shared action_watch service that updates app_state. Add fish-action-watch CLI and optional FishAction watch_folder_predict.py for standalone use. Made-with: Cursor
311 lines
9.3 KiB
Python
311 lines
9.3 KiB
Python
#!/usr/bin/env python3
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"""
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持续监控某个目录,对新出现的 MP4 做与 fish_api 相同流程的 X3D 推理。
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- 仅标准库:轮询目录 + 连续多次文件大小不变视为写入完成。
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- 已处理路径写入 state 文件,避免重复推理(可指定路径或关闭)。
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若使用 **fish_api** 与 Pydantic 管理配置,请在 `fish_api/.env` 中设置 `ACTION_WATCH_DIR`
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(及可选的 `ACTION_WATCH_POLL_INTERVAL` 等),由网关进程或 `python -m app.action_watch_cli`
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统一监控;无需再跑本脚本。
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示例(独立离线使用):
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python watch_folder_predict.py \\
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--watch-dir /data/incoming_mp4 \\
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--checkpoint checkpoints/ptv_x3d_m/checkpoint_best.pt
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"""
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from __future__ import annotations
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import argparse
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import json
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import os
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import subprocess
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import sys
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import tempfile
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import time
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import traceback
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from pathlib import Path
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from typing import Any, Dict, Set
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def _load_state(path: Path) -> Set[str]:
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if not path.is_file():
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return set()
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try:
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with open(path, encoding="utf-8") as f:
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data = json.load(f)
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if isinstance(data, list):
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return set(str(x) for x in data)
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if isinstance(data, dict) and "processed" in data:
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return set(str(x) for x in data["processed"])
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except (json.JSONDecodeError, OSError):
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pass
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return set()
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def _save_state(path: Path, processed: Set[str]) -> None:
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path.parent.mkdir(parents=True, exist_ok=True)
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tmp = path.with_suffix(path.suffix + ".tmp")
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with open(tmp, "w", encoding="utf-8") as f:
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json.dump(sorted(processed), f, indent=0, ensure_ascii=False)
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tmp.replace(path)
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def _run_predict(
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repo_root: Path,
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script: Path,
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checkpoint: str,
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mp4_path: Path,
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clips_per_video: int,
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batch_size: int,
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num_workers: int,
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device: str,
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output_json: str,
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) -> None:
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mp4_path = mp4_path.resolve()
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path_prefix = str(mp4_path.parent)
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rel_name = mp4_path.name
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with tempfile.NamedTemporaryFile(
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mode="w", suffix=".csv", delete=False, encoding="utf-8"
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) as tmp:
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tmp.write(f"{rel_name} 0\n")
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csv_path = tmp.name
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try:
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cmd = [
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sys.executable,
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str(script),
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"--checkpoint",
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checkpoint,
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"--csv",
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csv_path,
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"--path_prefix",
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path_prefix,
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"--clips_per_video",
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str(clips_per_video),
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"--batch_size",
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str(batch_size),
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"--num_workers",
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str(num_workers),
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"--output_json",
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output_json,
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"--log_interval",
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"0",
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]
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if device.strip():
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cmd.extend(["--device", device.strip()])
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proc = subprocess.run(
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cmd,
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cwd=str(repo_root),
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env=os.environ.copy(),
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capture_output=True,
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text=True,
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)
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if proc.returncode != 0:
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err = (proc.stderr or "") + (proc.stdout or "")
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raise RuntimeError(
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f"predict_video_x3d_3class.py failed ({proc.returncode}): {err[-4000:]}"
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)
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finally:
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Path(csv_path).unlink(missing_ok=True)
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def _iter_mp4(watch_dir: Path, recursive: bool) -> list[Path]:
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if recursive:
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return sorted(
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p
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for p in watch_dir.rglob("*")
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if p.is_file() and p.suffix.lower() == ".mp4"
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)
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return sorted(
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p
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for p in watch_dir.iterdir()
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if p.is_file() and p.suffix.lower() == ".mp4"
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)
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def main() -> None:
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parser = argparse.ArgumentParser(
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description="Monitor a folder and run FishAction X3D on each new MP4."
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)
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parser.add_argument(
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"--watch-dir",
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type=str,
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required=True,
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help="Directory to watch (non-recursive unless --recursive).",
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)
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parser.add_argument(
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"--recursive",
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action="store_true",
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help="Also scan subdirectories for .mp4.",
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)
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parser.add_argument("--checkpoint", type=str, required=True)
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parser.add_argument(
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"--poll-interval",
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type=float,
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default=2.0,
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help="Seconds between directory scans (default: 2).",
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)
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parser.add_argument(
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"--stable-polls",
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type=int,
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default=3,
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help="Require this many consecutive polls with unchanged size (default: 3).",
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)
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parser.add_argument(
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"--state-file",
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type=str,
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default="",
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help="JSON file listing processed absolute paths. Default: <watch-dir>/.fishaction_watch_processed.json",
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)
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parser.add_argument(
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"--no-state",
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action="store_true",
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help="Do not read/write state file (may re-process files on restart).",
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)
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parser.add_argument(
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"--output-json-dir",
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type=str,
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default="",
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help="If set, write each prediction to <dir>/<video_stem>_pred.json.",
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)
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parser.add_argument(
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"--clips_per_video",
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type=int,
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default=10,
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)
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parser.add_argument("--batch_size", type=int, default=8)
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parser.add_argument("--num_workers", type=int, default=4)
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parser.add_argument(
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"--device",
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type=str,
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default="",
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help="cuda|cpu (empty = predict script default).",
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)
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parser.add_argument(
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"--once",
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action="store_true",
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help="Process all currently pending stable files once then exit.",
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)
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args = parser.parse_args()
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watch_dir = Path(args.watch_dir).expanduser().resolve()
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if not watch_dir.is_dir():
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raise SystemExit(f"Not a directory: {watch_dir}")
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repo_root = Path(__file__).resolve().parent
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script = repo_root / "predict_video_x3d_3class.py"
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if not script.is_file():
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raise SystemExit(f"Missing script: {script}")
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state_path = (
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Path(args.state_file).expanduser().resolve()
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if args.state_file.strip()
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else watch_dir / ".fishaction_watch_processed.json"
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)
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processed: Set[str] = set() if args.no_state else _load_state(state_path)
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out_json_dir = (
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Path(args.output_json_dir).expanduser().resolve()
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if args.output_json_dir.strip()
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else None
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)
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if out_json_dir is not None:
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out_json_dir.mkdir(parents=True, exist_ok=True)
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# path -> (last_size, consecutive_stable_count)
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stability: Dict[str, tuple[int, int]] = {}
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def process_one(mp4: Path) -> None:
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key = str(mp4.resolve())
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if key in processed:
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return
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if out_json_dir is not None:
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out_json = str(out_json_dir / f"{mp4.stem}_pred.json")
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else:
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out_fd, out_json = tempfile.mkstemp(suffix="_pred.json")
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os.close(out_fd)
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try:
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print(f"[watch] inference: {mp4}", flush=True)
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_run_predict(
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repo_root,
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script,
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os.path.abspath(os.path.expanduser(args.checkpoint)),
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mp4,
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args.clips_per_video,
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args.batch_size,
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args.num_workers,
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args.device,
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out_json,
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)
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with open(out_json, encoding="utf-8") as f:
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rows: Any = json.load(f)
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if rows:
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pred = rows[0].get("pred_3class", "")
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print(f"[watch] done: {mp4.name} -> {pred}", flush=True)
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processed.add(key)
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if not args.no_state:
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_save_state(state_path, processed)
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finally:
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if out_json_dir is None:
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Path(out_json).unlink(missing_ok=True)
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def tick() -> bool:
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"""Returns True if any file was processed this tick."""
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did = False
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seen_keys: Set[str] = set()
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for mp4 in _iter_mp4(watch_dir, args.recursive):
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key = str(mp4.resolve())
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seen_keys.add(key)
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if key in processed:
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continue
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try:
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st = mp4.stat()
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except OSError:
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continue
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size = int(st.st_size)
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if size <= 0:
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stability.pop(key, None)
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continue
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last = stability.get(key)
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if last is None or last[0] != size:
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stability[key] = (size, 1)
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else:
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_, cnt = last
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stability[key] = (size, cnt + 1)
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_, cnt = stability[key]
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if cnt >= args.stable_polls:
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try:
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process_one(mp4)
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stability.pop(key, None)
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did = True
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except Exception as e:
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print(f"[watch] error on {mp4}: {e}", flush=True)
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traceback.print_exc()
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# 重置稳定计数,避免每个 poll 都重试打满日志
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stability[key] = (size, 1)
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for k in list(stability.keys()):
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if k not in seen_keys:
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del stability[k]
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return did
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print(
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f"[watch] watching {watch_dir} (poll={args.poll_interval}s, "
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f"stable_polls={args.stable_polls}, state={state_path if not args.no_state else 'off'})",
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flush=True,
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)
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if args.once:
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while tick():
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pass
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return
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while True:
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tick()
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time.sleep(max(args.poll_interval, 0.1))
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if __name__ == "__main__":
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main()
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