us-treasury-events / recipe /hf_jobs.py
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"""Declarative management of the Hugging Face Jobs that run this recipe.
Scheduling lives on Hugging Face rather than in an external CI system: the
data, the recipe revision, and the compute that produces them stay in one
place, and a job is not bound by an external runner's disk or wall-clock
limits.
The scheduled job executes a UV script published in this same dataset
repository, so the code that produced a revision is always recoverable from the
revision itself.
"""
from __future__ import annotations
from dataclasses import dataclass
from typing import Any
from .config import DEFAULT_HF_REPO, validate_user_agent
# One 37 MB auction query, six thousand small result artifacts and one rate
# file per year per feed. A cold run is about an hour of polite fetching, all
# of it cached afterwards; a warm one is a couple of minutes.
UPDATE_FLAVOR = "cpu-basic"
BACKFILL_FLAVOR = "cpu-basic"
UPDATE_TIMEOUT = "2h"
BACKFILL_TIMEOUT = "4h"
# Two things have to land before a run is worth making. Auction results are out
# minutes after the close, and the last close of the day is 1:30 p.m. Eastern.
# The yield curve is usually on the Treasury's site by 6:00 p.m. Eastern, which
# is 23:00 UTC in winter. 23:30 UTC on every weekday clears both.
#
# The morning run is not a retry. It catches a curve the Treasury posted late,
# and it picks up the announcements of the day's auctions, which go out in the
# late morning Eastern and set the calendar for the week ahead.
DEFAULT_SCHEDULE = "30 23 * * 1-5"
LATE_SCHEDULE = "30 13 * * 1-5"
JOB_SCRIPT = "jobs/run.py"
UPDATE_JOB_NAME = "us-treasury-events-update"
LATE_JOB_NAME = "us-treasury-events-sweep"
BACKFILL_JOB_NAME = "us-treasury-events-backfill"
def script_url(
*, repo_id: str = DEFAULT_HF_REPO, script: str = JOB_SCRIPT, revision: str = "main"
) -> str:
return f"https://huggingface.co/datasets/{repo_id}/resolve/{revision}/{script}"
@dataclass(frozen=True, slots=True)
class JobSpec:
"""Everything needed to launch or schedule one run, minus the credentials."""
script: str
script_url: str
flavor: str
timeout: str
script_args: tuple[str, ...]
env: dict[str, str]
name: str
def as_kwargs(self, *, secrets: dict[str, str]) -> dict[str, Any]:
"""Build the huggingface_hub call arguments.
The Jobs API takes no ``name`` parameter; a job's display name is the
``name`` label. Credentials go through ``secrets`` so they are
encrypted server side instead of travelling as plain environment
variables.
"""
return {
"script": self.script_url,
"script_args": list(self.script_args),
"flavor": self.flavor,
"timeout": self.timeout,
"env": dict(self.env),
"secrets": secrets,
"labels": {"name": self.name, "project": "us-treasury-events"},
}
def _spec(
*, repo_id: str, revision: str, flavor: str, timeout: str, args: tuple[str, ...], name: str
) -> JobSpec:
return JobSpec(
script=JOB_SCRIPT,
script_url=script_url(repo_id=repo_id, revision=revision),
flavor=flavor,
timeout=timeout,
script_args=args,
env={"HF_DATASET_REPO": repo_id},
name=name,
)
def update_spec(
*,
repo_id: str = DEFAULT_HF_REPO,
revision: str = "main",
flavor: str = UPDATE_FLAVOR,
timeout: str = UPDATE_TIMEOUT,
) -> JobSpec:
return _spec(
repo_id=repo_id, revision=revision, flavor=flavor, timeout=timeout,
args=("--mode", "update"), name=UPDATE_JOB_NAME,
)
def late_spec(
*, repo_id: str = DEFAULT_HF_REPO, revision: str = "main"
) -> JobSpec:
"""The morning run, for announcements and for a curve posted late.
The Treasury announces the week's auctions in the late morning Eastern, and
says its rates may be delayed past the usual six o'clock. A second run
finds both without waiting for the next evening.
"""
return _spec(
repo_id=repo_id, revision=revision, flavor=UPDATE_FLAVOR, timeout=UPDATE_TIMEOUT,
args=("--mode", "update"), name=LATE_JOB_NAME,
)
def backfill_spec(
*,
repo_id: str = DEFAULT_HF_REPO,
revision: str = "main",
flavor: str = BACKFILL_FLAVOR,
timeout: str = BACKFILL_TIMEOUT,
) -> JobSpec:
"""A run that re-reads the query, every artifact and every rate file."""
return _spec(
repo_id=repo_id, revision=revision, flavor=flavor, timeout=timeout,
args=("--mode", "update", "--rebuild"), name=BACKFILL_JOB_NAME,
)
def job_secrets(*, hf_token: str, user_agent: str | None = None) -> dict[str, str]:
"""Validate credentials locally so a misconfigured job fails before it costs money."""
if not hf_token.strip():
raise ValueError("HF_TOKEN is required to create or run a Hugging Face Job")
secrets = {"HF_TOKEN": hf_token.strip()}
if user_agent:
secrets["TREASURY_USER_AGENT"] = validate_user_agent(user_agent)
return secrets
def _api(token: str | None) -> Any:
try:
from huggingface_hub import HfApi
except ImportError as error: # pragma: no cover - exercised in the job environment
raise RuntimeError("install the 'publish' extra to manage Hugging Face Jobs") from error
return HfApi(token=token)
def _require(api: Any, method: str) -> Any:
"""Fail with an actionable message when the installed hub predates a Jobs API."""
function = getattr(api, method, None)
if function is None:
raise RuntimeError(
f"the installed huggingface_hub has no {method}(); "
"upgrade with: pip install -U 'huggingface-hub>=1.19'"
)
return function
def create_schedule(
spec: JobSpec,
*,
schedule: str = DEFAULT_SCHEDULE,
secrets: dict[str, str],
namespace: str | None = None,
token: str | None = None,
) -> Any:
api = _api(token)
return _require(api, "create_scheduled_uv_job")(
schedule=schedule, namespace=namespace, **spec.as_kwargs(secrets=secrets)
)
def run_once(
spec: JobSpec,
*,
secrets: dict[str, str],
namespace: str | None = None,
token: str | None = None,
) -> Any:
api = _api(token)
return _require(api, "run_uv_job")(namespace=namespace, **spec.as_kwargs(secrets=secrets))
def list_schedules(*, namespace: str | None = None, token: str | None = None) -> list[Any]:
api = _api(token)
return list(_require(api, "list_scheduled_jobs")(namespace=namespace))
def inspect_schedule(
scheduled_job_id: str, *, namespace: str | None = None, token: str | None = None
) -> Any:
api = _api(token)
return _require(api, "inspect_scheduled_job")(
scheduled_job_id=scheduled_job_id, namespace=namespace
)
def delete_schedule(
scheduled_job_id: str, *, namespace: str | None = None, token: str | None = None
) -> None:
api = _api(token)
_require(api, "delete_scheduled_job")(scheduled_job_id=scheduled_job_id, namespace=namespace)
def suspend_schedule(
scheduled_job_id: str, *, namespace: str | None = None, token: str | None = None
) -> Any:
api = _api(token)
return _require(api, "suspend_scheduled_job")(
scheduled_job_id=scheduled_job_id, namespace=namespace
)
def resume_schedule(
scheduled_job_id: str, *, namespace: str | None = None, token: str | None = None
) -> Any:
api = _api(token)
return _require(api, "resume_scheduled_job")(
scheduled_job_id=scheduled_job_id, namespace=namespace
)
__all__ = [
"BACKFILL_FLAVOR",
"BACKFILL_JOB_NAME",
"BACKFILL_TIMEOUT",
"DEFAULT_SCHEDULE",
"JOB_SCRIPT",
"LATE_JOB_NAME",
"LATE_SCHEDULE",
"UPDATE_FLAVOR",
"UPDATE_JOB_NAME",
"UPDATE_TIMEOUT",
"JobSpec",
"backfill_spec",
"create_schedule",
"delete_schedule",
"inspect_schedule",
"job_secrets",
"late_spec",
"list_schedules",
"resume_schedule",
"run_once",
"script_url",
"suspend_schedule",
"update_spec",
]