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The hourly tick still runs EF5 on the Space (next to the data); only the
2-D solver β the actual bottleneck β is offered to workers. Queue layout on
the CREST_data dataset:
events/queue/<event_id>.json job spec (domain, times, hydro, basin)
events/queue/<event_id>.forcing.tar.gz EF5 output grids for the window
events/queue/<event_id>.claim worker identity + heartbeat
events/queue/<event_id>.failed.json worker error report (job consumed)
The protocol is WORKER-AGNOSTIC by design β the HPC single-GPU daemon, a
ZeroGPU Space running chunked solves, and future runner Spaces are all just
claimants; the Space never depends on any one of them existing. Degradation
ladder: HPC GPU -> ZeroGPU worker -> local CPU window (T1, always works).
Modes (EVENT_QUEUE_MODE):
off no queue traffic; V25 CPU windowed run only.
shadow DEFAULT: enqueue the bundle AND still run the local CPU window.
Workers consume bundles for development/validation without being
a dependency (they must NOT publish results in this phase).
on queue-first: wait CLAIM_WAIT_S for a fresh worker claim, then up
to RESULT_WAIT_S for the published full-basin result β aborting
early if the claim heartbeat goes stale β and fall back to the
local CPU window on any timeout. Flip only after a worker passes
the P1 validation gates (fork docs/P1_WORKER_BRIEF.md).
"""
from __future__ import annotations
import datetime
import io
import json
import os
import tarfile
import tempfile
import time
from . import eventstore
QPREFIX = f"{eventstore.PREFIX}/queue"
CLAIM_WAIT_S = int(os.environ.get("EVENT_CLAIM_WAIT_S", "300"))
RESULT_WAIT_S = int(os.environ.get("EVENT_RESULT_WAIT_S", "2700"))
CLAIM_FRESH_S = int(os.environ.get("EVENT_CLAIM_FRESH_S", "600"))
QUEUE_MAX_AGE_H = float(os.environ.get("EVENT_QUEUE_MAX_AGE_H", "48"))
# A deliberate full re-solve (spec "cold" stamp) waits its turn behind other
# re-runs on a single HPC worker β 19 of the 2026-09-23 re-run bundles were
# swept unclaimed at 51 h, never solved. They get a far longer leash.
QUEUE_RERUN_MAX_AGE_H = float(os.environ.get("EVENT_QUEUE_RERUN_MAX_AGE_H",
"720"))
_TS = "%Y-%m-%dT%H:%M:%SZ"
def mode() -> str:
m = os.environ.get("EVENT_QUEUE_MODE", "shadow").strip().lower()
return m if m in ("off", "shadow", "on") else "shadow"
def enqueue(event_id: str, spec: dict, ef5_dir: str, log=print) -> bool:
"""One commit: job spec + forcing tar (every .tif in ef5_dir β exactly
the solver's input), replacing any previous claim/error for this id
(hourly episode re-sims), plus a sweep of queue entries older than
QUEUE_MAX_AGE_H so dead bundles never accumulate."""
from huggingface_hub import CommitOperationAdd, CommitOperationDelete
api = eventstore._api()
if api is None:
return False
tifs = sorted(f for f in os.listdir(ef5_dir) if f.endswith(".tif"))
if not tifs:
log("queue: no EF5 grids to bundle β not enqueued")
return False
tar_path = os.path.join(tempfile.gettempdir(), f"{event_id}.forcing.tar.gz")
try:
with tarfile.open(tar_path, "w:gz") as tf:
for f in tifs:
tf.add(os.path.join(ef5_dir, f), arcname=f)
ops = [CommitOperationAdd(f"{QPREFIX}/{event_id}.json",
io.BytesIO(json.dumps(spec).encode())),
CommitOperationAdd(f"{QPREFIX}/{event_id}.forcing.tar.gz",
tar_path)]
try:
existing = [f for f in api.list_repo_files(eventstore.REPO,
repo_type="dataset")
if f.startswith(f"{QPREFIX}/")]
except Exception:
existing = []
# The id timestamp is the EPISODE START, which an active episode keeps
# for days β id age alone is NOT queue-entry age. A re-enqueued old
# episode's fresh bundle (and its worker's live claim!) was swept by
# this loop keyed on id age (observed 2026-08-14 15:35Z, killing a
# claim 25 min into a solve). Stale now additionally requires the
# entry's event to be genuinely idle: no fresh claim, and its spec's
# own `queued` stamp (not the id) past QUEUE_MAX_AGE_H.
spec_age_h: dict[str, float] = {}
spec_limit_h: dict[str, float] = {}
claim_ok: dict[str, bool] = {}
swept: set[str] = set()
def _entry_idle_and_old(eid: str) -> bool:
if eid not in claim_ok:
claim_ok[eid] = _fresh(_claim(eid))
if claim_ok[eid]:
return False
if eid not in spec_age_h:
age = float("inf") # spec gone -> orphan, sweep
sp = _spec(eid)
if sp:
try:
age = (datetime.datetime.utcnow() -
datetime.datetime.strptime(sp.get("queued", ""),
_TS)
).total_seconds() / 3600.0
except ValueError:
pass
spec_age_h[eid] = age
spec_limit_h[eid] = (QUEUE_RERUN_MAX_AGE_H
if (sp or {}).get("cold")
else QUEUE_MAX_AGE_H)
return spec_age_h[eid] > spec_limit_h[eid]
for f in existing:
base = os.path.basename(f)
eid = base.split(".", 1)[0]
id_old = (eventstore._age_days(base) or 0.0) * 24.0 > QUEUE_MAX_AGE_H
prior = (base.startswith(f"{event_id}.")
and base.split(".", 1)[1] not in ("json",
"forcing.tar.gz"))
if prior and base.endswith(".claim") and _fresh(_claim(event_id)):
# a worker is actively solving the PREVIOUS bundle of this
# event β deleting its claim mid-run made the whole ladder
# fall over once (observed live 2026-08-14 14:10Z). Leave it;
# the worker re-scans the replaced spec when it finishes.
continue
if prior or (id_old and eid != event_id
and _entry_idle_and_old(eid)):
ops.append(CommitOperationDelete(f))
if not prior:
swept.add(eid)
mb = os.path.getsize(tar_path) / 1e6
# name swept ids in the commit so an eviction is never silent again
sweep_note = (f"; swept {len(swept)}: {', '.join(sorted(swept))}"
if swept else "")
api.create_commit(repo_id=eventstore.REPO, repo_type="dataset",
operations=ops,
commit_message=(f"queue {event_id} "
f"({len(tifs)} grids, {mb:.0f} MB)"
f"{sweep_note}")[:500])
if swept:
log(f"queue: swept {len(swept)} idle entries: "
f"{', '.join(sorted(swept))}")
log(f"queue: job {event_id} enqueued "
f"({len(tifs)} grids, {mb:.0f} MB) [mode {mode()}]")
_wake_workers(log)
return True
except Exception as e:
log(f"queue: enqueue failed ({type(e).__name__}: {e})")
return False
finally:
try:
os.remove(tar_path)
except OSError:
pass
_qs_cache: dict = {"t": 0.0, "rows": []}
def queue_status() -> list[dict]:
"""Dashboard view of in-flight work: every queued spec with its claim
state β [{id, gauge, queued, worker}] (worker None = waiting). Cached
60 s; the event panel polls /api/events every ~20 s."""
now = time.time()
if now - _qs_cache["t"] < 60:
return _qs_cache["rows"]
rows = []
api = eventstore._api()
if api is not None:
try:
files = [f for f in api.list_repo_files(eventstore.REPO,
repo_type="dataset")
if f.startswith(f"{QPREFIX}/")]
ids = sorted({os.path.basename(f)[:-5] for f in files
if f.endswith(".json")
and not f.endswith(".failed.json")})
for ev in ids:
sp = _spec(ev) or {}
c = _claim(ev) if f"{QPREFIX}/{ev}.claim" in files else None
rows.append({"id": ev,
"gauge": (sp.get("gauge") or {}).get("id"),
"queued": sp.get("queued"),
"worker": (c or {}).get("worker")
if _fresh(c) else None,
# last heartbeat even if stale β health's
# "when was any worker last alive" signal
"hb": (c or {}).get("hb")})
except Exception:
pass
_qs_cache.update(t=now, rows=rows)
return rows
def claim_fresh_for(event_id: str) -> str | None:
"""Worker ident if a FRESH claim exists for this exact event id (a worker
is actively solving it), else None."""
c = _claim(event_id)
return c.get("worker") if c and _fresh(c) else None
def gauge_pending(gid: str) -> str | None:
"""Event id of any queued spec for this gauge (claimed or not), else
None. Guards double-triggering: with delegated hand-offs the published
index lags the queue, so 'is there already work in flight for this
gauge' must be answered from the queue itself."""
api = eventstore._api()
if api is None:
return None
try:
files = api.list_repo_files(eventstore.REPO, repo_type="dataset")
except Exception:
return None
suffix = f"_{gid}.json"
for f in files:
base = os.path.basename(f)
if (f.startswith(f"{QPREFIX}/") and base.endswith(suffix)
and not base.endswith(".failed.json")):
# a cold re-run re-solves an already-published episode and may
# wait up to QUEUE_RERUN_MAX_AGE_H: it must not block a NEW flood
# at the same gauge from being detected meanwhile
sp = _spec(base[:-5])
if sp and sp.get("cold"):
continue
return base[:-5]
return None
def _wake_workers(log=print):
"""Fire-and-forget GET to each worker Space URL so a slept ZeroGPU
backup wakes when a job appears (Spaces wake on any HTTP request).
EVENT_WORKER_WAKE_URLS: comma-separated, e.g.
https://vincewin-crest-gpu-worker.hf.space"""
urls = [u.strip() for u in
os.environ.get("EVENT_WORKER_WAKE_URLS", "").split(",") if u.strip()]
if not urls:
return
import requests
for u in urls:
try:
requests.get(u, timeout=10)
except Exception:
pass # waking is best-effort
log(f"queue: pinged {len(urls)} worker Space(s) awake")
def _claim(event_id: str) -> dict | None:
return _qjson(f"{event_id}.claim")
def _spec(event_id: str) -> dict | None:
return _qjson(f"{event_id}.json")
def _qjson(basename: str) -> dict | None:
try:
from huggingface_hub import hf_hub_download
p = hf_hub_download(eventstore.REPO, f"{QPREFIX}/{basename}",
repo_type="dataset",
token=os.environ.get("HF_TOKEN"),
force_download=True)
with open(p, encoding="utf-8") as fp:
return json.load(fp)
except Exception:
return None
def _fresh(claim: dict | None) -> bool:
if not claim:
return False
try:
hb = datetime.datetime.strptime(claim.get("hb", ""), _TS)
except ValueError:
return False
return (datetime.datetime.utcnow() - hb).total_seconds() < CLAIM_FRESH_S
def wait_for_claim(event_id: str, log=print) -> bool:
t_stop = time.time() + CLAIM_WAIT_S
while time.time() < t_stop:
c = _claim(event_id)
if _fresh(c):
log(f"queue: claimed by {c.get('worker', '?')}")
return True
time.sleep(20)
log(f"queue: no worker claim within {CLAIM_WAIT_S} s")
return False
def wait_for_result(event_id: str, queued_iso: str, log=print) -> dict | None:
"""Poll for a manifest published AFTER the job was queued (the worker's
publish_event replaces the folder, so `generated` moving past the queue
timestamp is the completion signal). Aborts EARLY if the worker's claim
heartbeat goes stale β a died/preempted worker must not delay the local
CPU fallback by the full timeout."""
from huggingface_hub import hf_hub_download
t_stop = time.time() + RESULT_WAIT_S
while time.time() < t_stop:
try:
p = hf_hub_download(eventstore.REPO,
f"{eventstore.PREFIX}/{event_id}/manifest.json",
repo_type="dataset",
token=os.environ.get("HF_TOKEN"),
force_download=True)
with open(p, encoding="utf-8") as fp:
man = json.load(fp)
if (man.get("generated") or "") > queued_iso:
gr = man.get("grid") or {}
log(f"queue: worker result received "
f"({gr.get('ny')}x{gr.get('nx')} cells)")
return man
except Exception:
pass
if not _fresh(_claim(event_id)):
log("queue: worker heartbeat went stale β falling back to the "
"local CPU window now")
return None
time.sleep(60)
log(f"queue: no worker result within {RESULT_WAIT_S} s β "
f"falling back to the local CPU window")
return None
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