Files
zavrsni-rad-otel-app/backend/app/domain/wwi/analytics.py
2026-05-11 10:58:46 +02:00

298 lines
10 KiB
Python

from __future__ import annotations
import logging
from datetime import datetime, timedelta, timezone
from opentelemetry import metrics, trace
from sqlalchemy.orm import sessionmaker, Session
from app.core.audit import append_audit
from app.domain.wwi.models import (
WWIReorderRecommendation,
WWISupplierScore,
WWIWhatIfScenario,
WWIBusinessEvent,
)
LOGGER = logging.getLogger(__name__)
tracer = trace.get_tracer("otel-bi.domain.wwi")
meter = metrics.get_meter("otel-bi.domain.wwi")
_persist_counter = meter.create_counter(
"wwi_persist_writes_total",
description="Number of WWI PostgreSQL write operations",
)
_event_counter = meter.create_counter(
"wwi_business_events_generated_total",
description="Business events automatically generated",
)
def _current_span_context() -> tuple[str | None, str | None]:
ctx = trace.get_current_span().get_span_context()
if not ctx.is_valid:
return None, None
return f"{ctx.trace_id:032x}", f"{ctx.span_id:016x}"
def _actor_type(trigger_source: str) -> str:
return "scheduler" if trigger_source.startswith("scheduler") else "api"
# ---------------------------------------------------------------------------
# Persist functions — called after Go service returns data
# ---------------------------------------------------------------------------
def persist_reorder_recommendations(
factory: sessionmaker[Session],
data: list[dict],
trigger_source: str,
) -> None:
trace_id, span_id = _current_span_context()
try:
with factory() as session:
session.add(WWIReorderRecommendation(
item_count=len(data),
trigger_source=trigger_source,
trace_id=trace_id,
span_id=span_id,
payload=data,
))
session.commit()
_persist_counter.add(1, {"entity": "reorder_recommendations"})
except Exception as exc: # noqa: BLE001
LOGGER.warning("Failed to persist WWI reorder recommendations: %s", exc)
append_audit(
factory,
action="recommendations.generated",
actor_type=_actor_type(trigger_source),
actor_id=trigger_source,
domain="wwi",
service="otel-bi-backend",
entity_type="reorder_recommendations",
payload={"item_count": len(data)},
)
def persist_supplier_scores(
factory: sessionmaker[Session],
data: list[dict],
top_n: int,
trigger_source: str,
) -> None:
trace_id, span_id = _current_span_context()
try:
with factory() as session:
session.add(WWISupplierScore(
supplier_count=len(data),
top_n=top_n,
trigger_source=trigger_source,
trace_id=trace_id,
span_id=span_id,
payload=data,
))
session.commit()
_persist_counter.add(1, {"entity": "supplier_scores"})
except Exception as exc: # noqa: BLE001
LOGGER.warning("Failed to persist WWI supplier scores: %s", exc)
append_audit(
factory,
action="scores.generated",
actor_type=_actor_type(trigger_source),
actor_id=trigger_source,
domain="wwi",
service="otel-bi-backend",
entity_type="supplier_scores",
payload={"supplier_count": len(data), "top_n": top_n},
)
def persist_whatif_scenario(
factory: sessionmaker[Session],
result: dict,
) -> None:
trace_id, span_id = _current_span_context()
try:
with factory() as session:
session.add(WWIWhatIfScenario(
stock_item_key=result["stock_item_key"],
stock_item_name=result["stock_item_name"],
demand_multiplier=result["demand_multiplier"],
current_stock=result["current_stock"],
avg_daily_demand=result["adjusted_daily_demand"],
projected_days_until_stockout=result.get("projected_days_until_stockout"),
recommended_order_qty=float(result["recommended_order_qty"]),
trace_id=trace_id,
span_id=span_id,
result=result,
))
session.commit()
_persist_counter.add(1, {"entity": "whatif_scenario"})
except Exception as exc: # noqa: BLE001
LOGGER.warning("Failed to persist WWI what-if scenario: %s", exc)
append_audit(
factory,
action="scenario.submitted",
actor_type="user",
domain="wwi",
service="otel-bi-backend",
entity_type="whatif_scenario",
payload={
"stock_item_key": result["stock_item_key"],
"demand_multiplier": result["demand_multiplier"],
"projected_days_until_stockout": result.get("projected_days_until_stockout"),
},
)
# ---------------------------------------------------------------------------
# Business events — generated from reorder data in Python (PostgreSQL writes)
# ---------------------------------------------------------------------------
def generate_stock_events(
factory: sessionmaker[Session],
recommendations: list[dict],
) -> None:
"""Write LOW_STOCK events for HIGH-urgency items, deduplicating within 24h."""
trace_id, span_id = _current_span_context()
cutoff = datetime.now(timezone.utc) - timedelta(hours=24)
try:
with factory() as session:
for item in recommendations:
if item.get("urgency") != "HIGH":
continue
entity_key = str(item["stock_item_key"])
existing = (
session.query(WWIBusinessEvent)
.filter(
WWIBusinessEvent.event_type == "LOW_STOCK",
WWIBusinessEvent.entity_key == entity_key,
WWIBusinessEvent.occurred_at >= cutoff,
)
.first()
)
if existing:
continue
days_str = (
f"{item['days_until_stockout']:.1f} days"
if item.get("days_until_stockout") is not None
else "immediately"
)
session.add(WWIBusinessEvent(
event_type="LOW_STOCK",
severity="HIGH",
entity_key=entity_key,
entity_name=item["stock_item_name"],
message=(
f"Stock for '{item['stock_item_name']}' will be exhausted in {days_str}. "
f"Current stock: {item['current_stock']:.0f} units, "
f"daily demand: {item['avg_daily_demand']:.1f} units."
),
trace_id=trace_id,
span_id=span_id,
details={
"current_stock": item["current_stock"],
"avg_daily_demand": item["avg_daily_demand"],
"recommended_reorder_qty": item["recommended_reorder_qty"],
},
))
_event_counter.add(1, {"event_type": "LOW_STOCK"})
session.commit()
except Exception as exc: # noqa: BLE001
LOGGER.warning("Failed to persist WWI business events: %s", exc)
# ---------------------------------------------------------------------------
# Read functions — query PostgreSQL for stored results
# ---------------------------------------------------------------------------
def get_business_events(factory: sessionmaker[Session], limit: int = 100) -> list[dict]:
with tracer.start_as_current_span("wwi.analytics.business_events"):
with factory() as session:
rows = (
session.query(WWIBusinessEvent)
.order_by(WWIBusinessEvent.occurred_at.desc())
.limit(limit)
.all()
)
return [
{
"id": r.id,
"occurred_at": r.occurred_at.isoformat(),
"event_type": r.event_type,
"severity": r.severity,
"entity_key": r.entity_key,
"entity_name": r.entity_name,
"message": r.message,
"trace_id": r.trace_id,
"details": r.details,
}
for r in rows
]
def list_reorder_recommendations(factory: sessionmaker[Session], limit: int = 50) -> list[dict]:
with factory() as session:
rows = (
session.query(WWIReorderRecommendation)
.order_by(WWIReorderRecommendation.created_at.desc())
.limit(limit)
.all()
)
return [
{
"id": r.id,
"created_at": r.created_at.isoformat(),
"item_count": r.item_count,
"trigger_source": r.trigger_source,
"trace_id": r.trace_id,
}
for r in rows
]
def list_supplier_scores(factory: sessionmaker[Session], limit: int = 50) -> list[dict]:
with factory() as session:
rows = (
session.query(WWISupplierScore)
.order_by(WWISupplierScore.computed_at.desc())
.limit(limit)
.all()
)
return [
{
"id": r.id,
"computed_at": r.computed_at.isoformat(),
"supplier_count": r.supplier_count,
"top_n": r.top_n,
"trigger_source": r.trigger_source,
"trace_id": r.trace_id,
"payload": r.payload,
}
for r in rows
]
def list_whatif_scenarios(factory: sessionmaker[Session], limit: int = 50) -> list[dict]:
with factory() as session:
rows = (
session.query(WWIWhatIfScenario)
.order_by(WWIWhatIfScenario.created_at.desc())
.limit(limit)
.all()
)
return [
{
"id": r.id,
"created_at": r.created_at.isoformat(),
"stock_item_key": r.stock_item_key,
"stock_item_name": r.stock_item_name,
"demand_multiplier": r.demand_multiplier,
"projected_days_until_stockout": r.projected_days_until_stockout,
"recommended_order_qty": r.recommended_order_qty,
"result": r.result,
}
for r in rows
]