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线上曾出现并发 LazyFrame.collect 触发 polars streaming 执行器死锁, 叠加 _write_lock 区间内做重活, 放大为全站请求冻结。本次按触发缩小、 爆炸半径收缩、自动恢复三层布防: - polars_guard: BoundedSemaphore 并发闸 (总闸 4 + 后台车道 2, 后台 先拿子闸再拿总闸防死锁); repository 18 处 collect 按交互/后台分级接入 - repository 写锁区间收缩: 分区合并移出锁外, 锁内 (mtime_ns,size) 指纹校验 + 3 次乐观重试, 失败回退锁内合并; 5 处 _write_lock 重构 - watchdog: 周期探测 collect 闸与全局写锁, 连续 2 次失败退出交由 supervisor 拉起 (可配置, 默认开) - polars >=1.44,<1.45 (1.44.1); 附并发压测脚本 scripts/stress_polars_concurrency.py 供复现验证 另: config 新增 polars_collect_permits / watchdog_* / strategy_run_all_workers / strategy_run_all_first_return_s 旋钮 (后两者供后续 run_all 优化提交使用, 默认保持旧行为基准)。
100 lines
3.4 KiB
Python
100 lines
3.4 KiB
Python
"""polars collect 并发闸测试。
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针对的缺陷: polars 共享执行器在多线程并发 collect 下可能死锁 (上游 #24448/
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#25754 同族), 并发闸限制同时在飞的 collect 数量。此处验证两件事:
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- 总闸与 background 车道确实约束并发上限;
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- background 车道占满时 interactive 仍能拿到保留闸位 (页面不被后台计算饿死)。
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"""
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from __future__ import annotations
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import threading
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import time
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import polars as pl
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import app.polars_guard as guard
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from app.polars_guard import collect_slot, guarded_collect
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def _join_all(threads: list[threading.Thread]) -> None:
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for t in threads:
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t.join(timeout=10)
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assert all(not t.is_alive() for t in threads), "collect 闸内线程未结束 — 闸死锁了"
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def test_total_permits_bound_background_concurrency(monkeypatch) -> None:
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monkeypatch.setattr(guard, "_TOTAL_GATE", threading.BoundedSemaphore(2))
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monkeypatch.setattr(guard, "_BACKGROUND_LANE", threading.BoundedSemaphore(1))
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counter = {"now": 0, "peak": 0, "bg_now": 0, "bg_peak": 0}
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lock = threading.Lock()
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def enter_interactive() -> None:
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with collect_slot("interactive"):
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with lock:
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counter["now"] += 1
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counter["peak"] = max(counter["peak"], counter["now"])
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time.sleep(0.1)
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with lock:
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counter["now"] -= 1
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def enter_background() -> None:
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with collect_slot("background"):
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with lock:
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counter["bg_now"] += 1
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counter["bg_peak"] = max(counter["bg_peak"], counter["bg_now"])
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time.sleep(0.1)
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with lock:
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counter["bg_now"] -= 1
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threads = [threading.Thread(target=enter_interactive, daemon=True) for _ in range(4)]
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threads += [threading.Thread(target=enter_background, daemon=True) for _ in range(4)]
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for t in threads:
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t.start()
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_join_all(threads)
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assert counter["peak"] <= 2 # 总闸上限
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assert counter["bg_peak"] <= 1 # background 车道上限
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def test_interactive_survives_full_background_lane(monkeypatch) -> None:
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total, background = 3, 2
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monkeypatch.setattr(guard, "_TOTAL_GATE", threading.BoundedSemaphore(total))
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monkeypatch.setattr(guard, "_BACKGROUND_LANE", threading.BoundedSemaphore(background))
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holders: list = []
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holder_ready = threading.Event()
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def bg_holder() -> None:
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ctx = collect_slot("background")
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ctx.__enter__()
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holders.append(ctx)
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if len(holders) == background:
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holder_ready.set()
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bg_threads = [threading.Thread(target=bg_holder, daemon=True) for _ in range(background)]
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for t in bg_threads:
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t.start()
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assert holder_ready.wait(timeout=5), "后台线程未占满车道"
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# 车道被 background 占满时, interactive 仍应能在保留闸位内进入并退出。
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done = threading.Event()
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def interactive_probe() -> None:
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with collect_slot("interactive"):
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done.set()
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probe = threading.Thread(target=interactive_probe, daemon=True)
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probe.start()
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assert done.wait(timeout=2), "interactive 被占满的 background 车道饿死"
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probe.join(timeout=2)
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for ctx in holders:
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ctx.__exit__(None, None, None)
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_join_all(bg_threads)
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def test_guarded_collect_executes_lazy_frame() -> None:
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lf = pl.LazyFrame({"a": [1, 2, 3]}).filter(pl.col("a") > 1)
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assert guarded_collect(lf)["a"].to_list() == [2, 3]
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