Reinforcement Learning
stable-baselines3
deep-reinforcement-learning
agricultural-ai
weather-modelling
curriculum-learning
edge-ai
Instructions to use DHDRL/monsoon-rl with libraries, inference providers, notebooks, and local apps. Follow these links to get started.
- Libraries
- stable-baselines3
How to use DHDRL/monsoon-rl with stable-baselines3:
from huggingface_sb3 import load_from_hub checkpoint = load_from_hub( repo_id="DHDRL/monsoon-rl", filename="{MODEL FILENAME}.zip", ) - Notebooks
- Google Colab
- Kaggle
File size: 11,750 Bytes
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product_alert_service.py
========================
Point 2: product decision loop — gate + idempotent emit onto NodeTransport.
Backend SSOT for "should we notify?" Product emission never trusts a client
boolean; it recomputes the gate from RiskScore fields + ProductGateConfig.
States (per emission_id):
ABSENT → EMITTED
EMITTED + duplicate → ALREADY_EMITTED (no second transport side effect)
SUPERSEDED (same-day severity upgrade) is explicitly UNDEFINED — not implemented.
"""
from __future__ import annotations
import hashlib
import logging
from dataclasses import dataclass, field
from datetime import date, datetime, timezone
from enum import Enum
from typing import Any, Dict, Optional, Protocol, runtime_checkable
from zone_observation import AlertLevel, RiskScore
from node_transport import (
NodeTransport,
ProductAlert,
alert_to_bytes,
product_alert_from_risk,
)
logger = logging.getLogger(__name__)
# ---------------------------------------------------------------------------
# Product gate (SSOT thresholds — scorecard freeze defaults)
# ---------------------------------------------------------------------------
@dataclass(frozen=True)
class ProductGateConfig:
"""
Product-facing gate. Distinct from training rational_termination_threshold.
Defaults match verified backtest freeze:
drought_risk >= 0.35 OR flood_risk >= 0.25 OR alert_level >= WARNING
"""
drought_threshold: float = 0.35
flood_threshold: float = 0.25
min_alert_level: AlertLevel = AlertLevel.WARNING
# If True, hazard thresholds alone can open the gate even when
# AlertLevel stays ADVISORY due to confidence damping on max_risk.
allow_hazard_override: bool = True
def __post_init__(self) -> None:
if not (0.0 <= self.drought_threshold <= 1.0):
raise ValueError("drought_threshold must be in [0,1]")
if not (0.0 <= self.flood_threshold <= 1.0):
raise ValueError("flood_threshold must be in [0,1]")
DEFAULT_PRODUCT_GATE = ProductGateConfig()
class EmissionState(str, Enum):
ABSENT = "absent"
EMITTED = "emitted"
@dataclass(frozen=True)
class AlertEmissionRecord:
emission_id: str
zone_id: str
valid_date: date
state: EmissionState
alert_level: str
trigger: str
drought_risk: float
flood_risk: float
emitted_at: datetime
payload_sha256: str
@dataclass
class ServiceResult:
success: bool
outcome_code: str
data: Dict[str, Any] = field(default_factory=dict)
def to_dict(self) -> Dict[str, Any]:
return {
"success": self.success,
"outcome_code": self.outcome_code,
"data": dict(self.data),
}
# ---------------------------------------------------------------------------
# Gate
# ---------------------------------------------------------------------------
def is_elevated(score: RiskScore) -> bool:
"""Internal / elevated attention: ADVISORY and above."""
return score.alert_level.severity() >= AlertLevel.ADVISORY.severity()
def is_product_actionable(
score: RiskScore,
gate: ProductGateConfig = DEFAULT_PRODUCT_GATE,
) -> bool:
if score.alert_level.severity() >= gate.min_alert_level.severity():
return True
if not gate.allow_hazard_override:
return False
if score.drought_risk >= gate.drought_threshold:
return True
if score.flood_risk >= gate.flood_threshold:
return True
return False
def product_trigger_reason(
score: RiskScore,
gate: ProductGateConfig = DEFAULT_PRODUCT_GATE,
) -> str:
reasons = []
if score.alert_level.severity() >= gate.min_alert_level.severity():
reasons.append(f"alert_{score.alert_level.value}")
if gate.allow_hazard_override and score.drought_risk >= gate.drought_threshold:
reasons.append("drought_threshold")
if gate.allow_hazard_override and score.flood_risk >= gate.flood_threshold:
reasons.append("flood_threshold")
return "+".join(reasons) if reasons else "none"
# ---------------------------------------------------------------------------
# Idempotency ledger (in-process SSOT for emission state)
# ---------------------------------------------------------------------------
class EmissionLedger:
def __init__(self) -> None:
self._records: Dict[str, AlertEmissionRecord] = {}
def get(self, emission_id: str) -> Optional[AlertEmissionRecord]:
return self._records.get(emission_id)
def put(self, record: AlertEmissionRecord) -> None:
self._records[record.emission_id] = record
def clear(self) -> None:
self._records.clear()
def __len__(self) -> int:
return len(self._records)
def make_emission_id(zone_id: str, valid_date: date) -> str:
raw = f"{zone_id}|{valid_date.isoformat()}|product_v1"
return hashlib.sha256(raw.encode("utf-8")).hexdigest()[:32]
# ---------------------------------------------------------------------------
# Emit
# ---------------------------------------------------------------------------
async def emit_product_alert(
transport: NodeTransport,
score: RiskScore,
*,
ledger: EmissionLedger,
gate: ProductGateConfig = DEFAULT_PRODUCT_GATE,
valid_time: Optional[datetime] = None,
) -> ServiceResult:
if not score.zone_id or not str(score.zone_id).strip():
return ServiceResult(False, "INVALID_INPUT", {"error": "empty zone_id"})
if valid_time is None:
valid_time = datetime.now(timezone.utc)
if valid_time.tzinfo is None:
return ServiceResult(
False,
"INVALID_INPUT",
{"error": "valid_time must be timezone-aware UTC"},
)
valid_date = valid_time.astimezone(timezone.utc).date()
emission_id = make_emission_id(score.zone_id, valid_date)
existing = ledger.get(emission_id)
if existing is not None and existing.state == EmissionState.EMITTED:
return ServiceResult(
True,
"ALREADY_EMITTED",
{
"emission_id": emission_id,
"zone_id": score.zone_id,
"valid_date": valid_date.isoformat(),
"prior_trigger": existing.trigger,
},
)
if not is_product_actionable(score, gate):
return ServiceResult(
True,
"NOT_ACTIONABLE",
{
"emission_id": emission_id,
"zone_id": score.zone_id,
"valid_date": valid_date.isoformat(),
"alert_level": score.alert_level.value,
"drought_risk": score.drought_risk,
"flood_risk": score.flood_risk,
},
)
trigger = product_trigger_reason(score, gate)
alert = product_alert_from_risk(
score.zone_id,
alert_level=score.alert_level.value,
product_actionable=True,
elevated=is_elevated(score),
drought_risk=score.drought_risk,
flood_risk=score.flood_risk,
max_risk=max(
score.drought_risk,
score.flood_risk,
score.supply_risk_composite,
score.quality_risk_composite,
score.fungi_contamination_prob,
),
confidence=score.confidence,
trigger=trigger,
)
payload = alert_to_bytes(alert)
payload_hash = hashlib.sha256(payload).hexdigest()
try:
await transport.send_alert(score.zone_id, payload)
except Exception as e:
logger.exception("emit_product_alert transport failed: %s", e)
return ServiceResult(
False,
"TRANSPORT_FAILED",
{
"emission_id": emission_id,
"zone_id": score.zone_id,
"error": str(e),
},
)
record = AlertEmissionRecord(
emission_id=emission_id,
zone_id=score.zone_id,
valid_date=valid_date,
state=EmissionState.EMITTED,
alert_level=score.alert_level.value,
trigger=trigger,
drought_risk=score.drought_risk,
flood_risk=score.flood_risk,
emitted_at=datetime.now(timezone.utc),
payload_sha256=payload_hash,
)
ledger.put(record)
return ServiceResult(
True,
"EMITTED",
{
"emission_id": emission_id,
"zone_id": score.zone_id,
"valid_date": valid_date.isoformat(),
"trigger": trigger,
"alert_level": score.alert_level.value,
"payload_sha256": payload_hash,
},
)
async def score_and_maybe_emit(
transport: NodeTransport,
score: RiskScore,
*,
ledger: EmissionLedger,
gate: ProductGateConfig = DEFAULT_PRODUCT_GATE,
valid_time: Optional[datetime] = None,
) -> ServiceResult:
return await emit_product_alert(
transport,
score,
ledger=ledger,
gate=gate,
valid_time=valid_time,
)
# ---------------------------------------------------------------------------
# Self-test
# ---------------------------------------------------------------------------
def _self_test() -> None:
import asyncio
from node_transport import LocalTransport
print("product_alert_service.py self-test")
def _score(
zone: str,
alert: AlertLevel,
drought: float = 0.0,
flood: float = 0.0,
) -> RiskScore:
return RiskScore(
zone_id=zone,
scored_at=datetime.now(timezone.utc),
drought_risk=drought,
flood_risk=flood,
alert_level=alert,
confidence=0.63,
)
gate = ProductGateConfig()
# Gate: ADVISORY low hazards → not product
s_adv = _score("z1", AlertLevel.ADVISORY, drought=0.1, flood=0.05)
assert is_elevated(s_adv)
assert not is_product_actionable(s_adv, gate)
print(" ADVISORY not product OK")
# Gate: hazard override
s_haz = _score("z1", AlertLevel.ADVISORY, drought=0.40, flood=0.01)
assert is_product_actionable(s_haz, gate)
assert "drought_threshold" in product_trigger_reason(s_haz, gate)
print(" hazard override OK")
# Gate: WARNING level
s_w = _score("z1", AlertLevel.WARNING, drought=0.1, flood=0.05)
assert is_product_actionable(s_w, gate)
print(" WARNING level OK")
async def _emit_tests() -> None:
tr = LocalTransport()
ledger = EmissionLedger()
vt = datetime(2023, 8, 15, 12, 0, tzinfo=timezone.utc)
# not actionable
r0 = await emit_product_alert(tr, s_adv, ledger=ledger, gate=gate, valid_time=vt)
assert r0.outcome_code == "NOT_ACTIONABLE"
assert await tr.recv_alert("z1") is None
print(" NOT_ACTIONABLE OK")
# emit
r1 = await emit_product_alert(tr, s_haz, ledger=ledger, gate=gate, valid_time=vt)
assert r1.success and r1.outcome_code == "EMITTED"
assert await tr.recv_alert("z1") is not None
assert len(ledger) == 1
print(" EMITTED OK")
# duplicate
r2 = await emit_product_alert(tr, s_haz, ledger=ledger, gate=gate, valid_time=vt)
assert r2.outcome_code == "ALREADY_EMITTED"
assert len(ledger) == 1
print(" ALREADY_EMITTED OK")
# invalid time
r3 = await emit_product_alert(
tr, s_haz, ledger=ledger, gate=gate,
valid_time=datetime(2023, 8, 15), # naive
)
assert r3.outcome_code == "INVALID_INPUT"
print(" INVALID_INPUT naive time OK")
asyncio.run(_emit_tests())
print("All product_alert_service self-tests passed.")
if __name__ == "__main__":
logging.basicConfig(level=logging.INFO)
_self_test() |