#!/usr/bin/env python3
"""
Seeder Intelligence adapters (stable for service import reliability).
"""

from __future__ import annotations

from typing import Any

try:  # pragma: no cover
    from intelligence.analyzer import detect_anomalies as _detect_anomalies
except Exception:  # pragma: no cover
    async def _detect_anomalies(threshold: float = -0.5) -> list[dict]:  # type: ignore
        return []

try:  # pragma: no cover
    from intelligence.autotune import adjust_scheduling as _adjust_scheduling
except Exception:  # pragma: no cover
    async def _adjust_scheduling() -> dict[str, Any]:  # type: ignore
        return {}

try:  # pragma: no cover
    from intelligence.knowledge_sync import export_recent as _export_recent
except Exception:  # pragma: no cover
    async def _export_recent(limit: int = 100) -> list[dict]:  # type: ignore
        return []

try:  # pragma: no cover
    from intelligence.trainer import run_trainer as _run_trainer, train_policies as _train_policies
except Exception:  # pragma: no cover
    async def _train_policies() -> None:  # type: ignore
        return None

    async def _run_trainer(interval: float = 60.0) -> None:  # type: ignore
        return None


detect_anomalies = _detect_anomalies
adjust_scheduling = _adjust_scheduling
export_recent = _export_recent
train_policies = _train_policies
run_trainer = _run_trainer

__all__ = [
    "detect_anomalies",
    "adjust_scheduling",
    "export_recent",
    "train_policies",
    "run_trainer",
]