Initial commit: astrape-oracle split out of the combined Astrape tree

The forecasting runtime gibil pilots: weather ingest (Open-Meteo
forecasts and the Ecowitt station), the oracle and weather stores, the
snapshot daemon, the forecast evaluator, and the TCN training
scheduler.

classes/datasets.py holds the shapes the stores return for display.
They sit beside the stores deliberately: a store's return type belongs
to the store, and keeping them with the renderers would mean this repo
importing the dashboard, which is backwards.

Extracted from a single repository where the forecasting engine, the
database plumbing, the hardware client, the ingest daemons and the web
UI all imported each other freely. Verified that every module imports
with gibil resolved from its own installed checkout.

Co-Authored-By: Claude Opus 5 (1M context) <noreply@anthropic.com>
This commit is contained in:
rpotter6298
2026-08-30 14:19:04 +02:00
commit ccd4e7a48c
23 changed files with 3165 additions and 0 deletions
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from __future__ import annotations
import argparse
from dataclasses import dataclass
from os import environ
from sys import stderr
from time import sleep
from gibil.classes.oracle_builder import EnergyOracleBuilder
from gibil.classes.forecast_config import EnergyForecastConfig
from astrape_ems.classes.env import EnvLoader
from astrape_oracle.classes.oracle_store import OracleStore
from astrape_ems.classes.store import SigenStore
from astrape_oracle.classes.weather.store import WeatherStore
@dataclass(frozen=True)
class OracleDaemonConfig:
poll_seconds: float
evaluate_forecasts: bool
evaluation_actual_window_minutes: float
evaluation_lookback_hours: float
evaluation_limit: int
@classmethod
def from_env(cls) -> "OracleDaemonConfig":
return cls(
poll_seconds=float(environ.get("ASTRAPE_ORACLE_POLL_SECONDS", "300")),
evaluate_forecasts=environ.get(
"ASTRAPE_ORACLE_EVALUATE_FORECASTS", "1"
).lower()
not in {"0", "false", "no"},
evaluation_actual_window_minutes=float(
environ.get("ASTRAPE_ORACLE_EVALUATION_WINDOW_MINUTES", "5")
),
evaluation_lookback_hours=float(
environ.get("ASTRAPE_ORACLE_EVALUATION_LOOKBACK_HOURS", "168")
),
evaluation_limit=int(environ.get("ASTRAPE_ORACLE_EVALUATION_LIMIT", "1000")),
)
class OracleDaemon:
"""Periodically stores oracle projection curves for evaluation."""
def __init__(
self,
config: OracleDaemonConfig,
builder: EnergyOracleBuilder,
store: OracleStore,
) -> None:
self.config = config
self.builder = builder
self.store = store
@classmethod
def from_env(cls) -> "OracleDaemon":
return cls(
config=OracleDaemonConfig.from_env(),
builder=EnergyOracleBuilder(
weather_history=WeatherStore.from_env(),
plant_history=SigenStore.from_env(),
config=EnergyForecastConfig.from_env(),
),
store=OracleStore.from_env(),
)
def run_once(self) -> int:
solar_run, load_run, net_run = self.builder.build()
saved_count = self.store.save_runs(solar_run, load_run, net_run)
if self.config.evaluate_forecasts:
from datetime import timedelta
evaluated_count = self.store.evaluate_due_forecasts(
actual_window=timedelta(
minutes=self.config.evaluation_actual_window_minutes
),
lookback=timedelta(hours=self.config.evaluation_lookback_hours),
limit=self.config.evaluation_limit,
)
return saved_count + evaluated_count
return saved_count
def run_forever(self) -> None:
self.store.initialize()
while True:
try:
saved_count = self.run_once()
print(f"stored_oracle_records={saved_count}", flush=True)
except Exception as error:
print(f"oracle_poll_error={error}", file=stderr, flush=True)
sleep(self.config.poll_seconds)
def main() -> None:
try:
EnvLoader().load()
args = parse_args()
daemon = OracleDaemon.from_env()
if args.once:
print(f"stored_oracle_records={daemon.run_once()}", flush=True)
return
daemon.run_forever()
except Exception as error:
print(f"oracle_daemon_startup_error={error}", file=stderr)
raise SystemExit(1) from error
def parse_args() -> argparse.Namespace:
parser = argparse.ArgumentParser(
description="Store Astrape oracle projection curves."
)
parser.add_argument(
"--once",
action="store_true",
help="Save one set of oracle curves and exit.",
)
return parser.parse_args()
if __name__ == "__main__":
main()
@@ -0,0 +1,137 @@
from __future__ import annotations
from dataclasses import dataclass
from datetime import datetime, timedelta, timezone
from os import environ
from sys import stderr
from time import sleep
from astrape_ems.classes.env import EnvLoader
from astrape_oracle.classes.weather.openmeteo import (
OpenMeteoArchiveClient,
OpenMeteoClient,
WeatherBuilder,
)
from astrape_oracle.classes.weather.store import WeatherStore
@dataclass(frozen=True)
class DbDaemonConfig:
latitude: float
longitude: float
forecast_hours: int
truth_lookback_days: int
truth_end_delay_days: int
poll_seconds: int
@classmethod
def from_env(cls) -> "DbDaemonConfig":
return cls(
latitude=float(_required_env("ASTRAPE_LATITUDE")),
longitude=float(_required_env("ASTRAPE_LONGITUDE")),
forecast_hours=int(environ.get("ASTRAPE_WEATHER_FORECAST_HOURS", "48")),
truth_lookback_days=int(
environ.get("ASTRAPE_WEATHER_TRUTH_LOOKBACK_DAYS", "14")
),
truth_end_delay_days=int(
environ.get("ASTRAPE_WEATHER_TRUTH_END_DELAY_DAYS", "5")
),
poll_seconds=int(environ.get("ASTRAPE_WEATHER_POLL_SECONDS", "3600")),
)
class DbDaemon:
"""Runs builder components that populate Astrape's database."""
def __init__(
self,
config: DbDaemonConfig,
weather_client: OpenMeteoClient,
archive_client: OpenMeteoArchiveClient,
weather_builder: WeatherBuilder,
weather_store: WeatherStore,
) -> None:
self.config = config
self.weather_client = weather_client
self.archive_client = archive_client
self.weather_builder = weather_builder
self.weather_store = weather_store
@classmethod
def from_env(cls) -> "DbDaemon":
return cls(
config=DbDaemonConfig.from_env(),
weather_client=OpenMeteoClient(),
archive_client=OpenMeteoArchiveClient(),
weather_builder=WeatherBuilder(),
weather_store=WeatherStore.from_env(),
)
def initialize(self) -> None:
self.weather_store.initialize()
def run_once(self) -> tuple[int, int]:
raw_run = self.weather_client.fetch_forecast(
latitude=self.config.latitude,
longitude=self.config.longitude,
forecast_hours=self.config.forecast_hours,
)
forecast_run = self.weather_builder.build_forecast_run(
source=raw_run.source,
latitude=raw_run.latitude,
longitude=raw_run.longitude,
points=raw_run.points,
issued_at=raw_run.issued_at,
)
forecast_count = self.weather_store.save_forecast_run(forecast_run)
zero_hour_truth_count = self.weather_store.save_zero_hour_forecast_as_truth(
forecast_run
)
today = datetime.now(timezone.utc).date()
truth_end = today - timedelta(days=self.config.truth_end_delay_days)
truth_start = truth_end - timedelta(days=self.config.truth_lookback_days)
truth_points = self.archive_client.fetch_resolved_truth(
latitude=self.config.latitude,
longitude=self.config.longitude,
start_date=truth_start,
end_date=truth_end,
)
archive_truth_count = self.weather_store.save_resolved_truth(truth_points)
return forecast_count, zero_hour_truth_count + archive_truth_count
def run_forever(self) -> None:
self.initialize()
while True:
forecast_count, truth_count = self.run_once()
print(
f"stored_weather_forecast_points={forecast_count} "
f"stored_weather_resolved_truth={truth_count}",
flush=True,
)
sleep(self.config.poll_seconds)
def main() -> None:
try:
EnvLoader().load()
daemon = DbDaemon.from_env()
daemon.run_forever()
except Exception as error:
print(f"db_daemon_startup_error={error}", file=stderr)
raise SystemExit(1) from error
def _required_env(name: str) -> str:
value = environ.get(name)
if not value:
raise RuntimeError(
f"{name} is required. Set ASTRAPE_DATABASE_URL, "
"ASTRAPE_LATITUDE, and ASTRAPE_LONGITUDE before starting db_daemon."
)
return value
if __name__ == "__main__":
main()
@@ -0,0 +1,113 @@
from __future__ import annotations
import argparse
from dataclasses import dataclass
from os import environ
from sys import stderr
from time import sleep
from astrape_ems.classes.env import EnvLoader
from astrape_oracle.classes.weather.ecowitt import EcowittGw3000Client
from astrape_oracle.classes.weather.store import WeatherStore
@dataclass(frozen=True)
class WeatherStationDaemonConfig:
host: str
poll_seconds: float
timeout_seconds: float
@classmethod
def from_env(cls) -> "WeatherStationDaemonConfig":
host = environ.get("ECOWITT_GW3000_HOST")
if not host:
raise RuntimeError("ECOWITT_GW3000_HOST is required")
return cls(
host=host,
poll_seconds=float(environ.get("ECOWITT_GW3000_POLL_SECONDS", "60")),
timeout_seconds=float(environ.get("ECOWITT_GW3000_TIMEOUT_SECONDS", "5")),
)
class WeatherStationDaemon:
"""Polls local weather station observations into TimescaleDB."""
def __init__(
self,
config: WeatherStationDaemonConfig,
client: EcowittGw3000Client,
weather_store: WeatherStore,
) -> None:
self.config = config
self.client = client
self.weather_store = weather_store
@classmethod
def from_env(cls) -> "WeatherStationDaemon":
config = WeatherStationDaemonConfig.from_env()
return cls(
config=config,
client=EcowittGw3000Client(
host=config.host,
timeout_seconds=config.timeout_seconds,
),
weather_store=WeatherStore.from_env(),
)
def initialize(self) -> None:
self.weather_store.initialize()
def run_once(self) -> int:
observation = self.client.fetch_observation()
return self.weather_store.save_station_observation(observation)
def run_forever(self) -> None:
self.initialize()
while True:
try:
saved_count = self.run_once()
print(
f"stored_weather_station_observations={saved_count}",
flush=True,
)
except Exception as error:
print(f"weather_station_poll_error={error}", file=stderr, flush=True)
sleep(self.config.poll_seconds)
def main() -> None:
try:
EnvLoader().load()
daemon = WeatherStationDaemon.from_env()
args = parse_args()
if args.once:
daemon.initialize()
saved_count = daemon.run_once()
print(
f"stored_weather_station_observations={saved_count}",
flush=True,
)
return
daemon.run_forever()
except Exception as error:
print(f"weather_station_daemon_startup_error={error}", file=stderr)
raise SystemExit(1) from error
def parse_args() -> argparse.Namespace:
parser = argparse.ArgumentParser(
description="Poll local Ecowitt weather station observations into Astrape."
)
parser.add_argument(
"--once",
action="store_true",
help="Initialize storage, save one observation, and exit.",
)
return parser.parse_args()
if __name__ == "__main__":
main()