from __future__ import annotations

from typing import Any, Dict

from news_mcp.config import CLUSTERS_TTL_HOURS, DB_PATH
from news_mcp.dedup.cluster import dedup_and_cluster_articles
from news_mcp.enrichment.enrich import enrich_cluster
from news_mcp.sources.rss_breakingthenews import fetch_breakingthenews_articles
from news_mcp.storage.sqlite_store import SQLiteClusterStore


def refresh_clusters(topic: str | None = None, limit: int = 80) -> None:
    store = SQLiteClusterStore(DB_PATH)
    articles = fetch_breakingthenews_articles(limit=limit)
    clustered_by_topic = dedup_and_cluster_articles(articles)

    for t, clusters in clustered_by_topic.items():
        if topic and t != topic:
            continue
        enriched = [enrich_cluster(c) for c in clusters]
        store.upsert_clusters(enriched, topic=t)