[BUG] Race condition in Dash._setup_server(): guard flag is set before the work it protects
まだ誰も着手していません。
評価
- 難易度
- 4/5
- 見積もり時間
- 3〜5日
- 初心者へのやさしさ
- 45/100
調査の方向性
dash.py の Dash.init と _setup_server() から始め、setup guard、registered_paths、callback_map、および router_async と router_sync の pages guard に焦点を当てます。リンクされた再現スクリプトを並行リクエストで実行します。初期化が直列化され、並行する最初のリクエストが空または部分的にしか設定されていない状態を決して観測しなければ完了です。
索引モデルが issue の本文から書いたものです。
説明
Describe your context
dash 4.4.1
dash_ag_grid 35.3.0 (only used by the first script, to have a component bundle to fetch;
the second script needs dash alone)
Flask 3.1.3 · Werkzeug 3.1.8 · gunicorn 26.2.0 (gthread, 4 workers × 4 threads) · Python 3.13
This is a server-side race, not a frontend bug, although the visible symptom is in the browser.
- OS: Linux aarch64; also reproduced independently on Linux x86-64 in Docker
Describe the bug
Dash._setup_server() runs as a before_request hook and is meant to execute once per
process. It sets its guard flag before performing the work that flag protects:
def _setup_server(self): # dash.py:1702
if self._got_first_request["setup_server"]:
return # <-- thread B leaves here
self._got_first_request["setup_server"] = True # <-- flag set BEFORE the work
...
_validate.validate_layout(self.layout, self._layout_value()) # 1724
self._generate_scripts_html() # 1726, fills registered_paths
...
self.callback_map[k] = _callback.GLOBAL_CALLBACK_MAP.pop(k) # 1737, fills callback_map
This is a TOCTOU. On any WSGI server that serves more than one request at a time in a single
process — gunicorn -k gthread --threads N, waitress, werkzeug with threaded=True, uWSGI
with threads — a second thread can enter while the first is still inside _setup_server, find
the flag already set, return immediately, and then read state the first thread has not finished
writing. It only affects the first page load after a process starts, and a refresh makes it
go away, which is why it is easy to dismiss as a caching or network glitch.
Both symptoms below are reproduced deterministically by the scripts linked further down.
1. registered_paths still empty → every component-suites request 500s. A browser asks for
the index and its JS bundles on parallel connections. The index thread is inside
_setup_server; the bundle threads skip it and reach validate_js_path against an empty
allowlist:
dash.exceptions.DependencyException: Error loading dependency. "dash_ag_grid" is not a
registered library.
Registered libraries are:
[]
The browser gets HTML where it expected JavaScript (Refused to execute script ... MIME type ('text/html')), so grids and clientside code are silently broken on that load. This is what we
hit in production.
2. callback_map still incomplete → callbacks 500 with KeyError. Callbacks registered
with dash.callback (module level — how every pages-based app registers them) are moved from
GLOBAL_CALLBACK_MAP into self.callback_map only inside _setup_server. A thread that skips
the setup carries on to _prepare_callback:
File "dash/dash.py", line 1628, in _prepare_callback
cb = self.callback_map[output]
KeyError: 'out.children'
...
KeyError: "Callback function not found for output 'out.children'."
The second script includes the control that makes this meaningful: the same request, replayed
once initialisation has finished, returns 200.
Possibly related, not reproduced. #2925 reports RuntimeError: dictionary changed size during iteration with an identical signature ("occurs on startup and initial access … a full
refresh (Ctrl+F5) resolves the issue … affecting the first user to visit the app after startup
… becomes more frequent as callback numbers increase"). In 4.4.1 the only iteration of
callback_map on that path is validate_background_callbacks (dash.py:1754, called from
inside _setup_server; it was validate_long_callbacks in the 2.x line #2925 reports), so that
error would require two threads inside the body at once — possible in principle, since the
check and the set are separate statements and both threads can pass the check before either one
sets the flag. I could not trigger that: 0 occurrences in 400 trials × 8 threads released
through a barrier with sys.setswitchinterval(1e-6). I mention it because the two symptoms I
did reproduce show that this state really is observable half-written, but I am not claiming
#2925 is proven to be the same bug.
Steps to reproduce. Deterministic, with no monkeypatching of Dash. The only "slow" ingredient
is a layout function that takes a moment — an ordinary application property, and the pattern
Dash documents as app.layout = serve_layout. It matters because _setup_server evaluates the
layout before filling registered_paths and callback_map, so it widens the pre-existing
window. Ordering of the requests is arranged on the client side only.
Reproduction scripts: https://gist.github.com/a-tram/1a522f6f2beb388543de7d5f18644962
pip install dash dash-ag-grid
python repro_setup_server_race.py # symptom 1
python repro_callback_map_race.py # symptom 2, with a control
Output on dash 4.4.1, identical on 5 consecutive runs each:
index: 200
bundle x40: {500: 40}
REPRODUCED
index: 200
update-component x20: {500: 20}
control (same request, setup finished): 200
REPRODUCED
Every one of those bundle 500s is the DependencyException quoted above, with Registered libraries are: [].
Note that gunicorn's default worker class is sync (one request at a time per worker), so the
canonical gunicorn app:server -w 4 deployment is immune. Only threaded deployments are
exposed, which probably explains why this is not reported more often. --preload does not help
either: _setup_server is a before_request hook, so it still runs after the fork, in every
worker.
Expected behavior
The first request to a freshly started process should not be able to observe half-initialised
state. Concurrent first requests should either wait for initialisation to finish or all see it
complete — never a raised flag next to an empty registered_paths or a partially filled
callback_map.
Suggested fix. Moving the flag after the work is not sufficient on its own: two threads would
then both run the full setup, and the GLOBAL_CALLBACK_MAP.pop(k) loop is not safe to run
twice. Double-checked locking keeps the warm path lock-free, and also closes the second window
noted above — today the check and the set are separate statements, so the flag does not prevent
two threads from running the whole body at once:
# in __init__
self._setup_lock = threading.Lock()
def _setup_server(self):
if self._got_first_request["setup_server"]:
return
with self._setup_lock:
if self._got_first_request["setup_server"]:
return
... # existing body, unchanged
self._got_first_request["setup_server"] = True # set LAST
The same check-then-set-then-work shape appears for the "pages" key in dash.py
(router_async and router_sync), so it may be worth auditing that one as well.
Workaround for anyone hitting this now. Force the initialisation at worker start, where no
other thread can race it — for gunicorn, in post_worker_init:
with app.server.test_request_context("/"):
app._setup_server()
Screenshots
Not applicable — both reproductions are deterministic and print their result.
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