"""Anthropic Haiku helper — used only to pick which `<img>` URLs on a
listing page are actual photos of the flat (vs. nav icons, badges, ads…).

If the API key is missing or the call fails, the caller passes the original
candidates straight through, so this is a soft enhancement, not a
dependency.
"""
from __future__ import annotations

import logging
from typing import Optional

import requests

import db
from settings import ANTHROPIC_API_KEY, ANTHROPIC_MODEL

logger = logging.getLogger("web.llm")


def _api_key() -> str:
    """DB-first so the admin UI can rotate the key without a redeploy."""
    try:
        k = db.get_secret("ANTHROPIC_API_KEY")
        if k:
            return k
    except Exception:
        pass
    return ANTHROPIC_API_KEY

API_URL = "https://api.anthropic.com/v1/messages"
API_VERSION = "2023-06-01"

TOOL_NAME = "select_flat_images"
TOOL_SCHEMA = {
    "type": "object",
    "properties": {
        "urls": {
            "type": "array",
            "items": {"type": "string"},
            "description": "Subset of the candidate URLs that show the actual flat — "
                           "interior, exterior, floorplan. Keep ordering of input.",
        },
    },
    "required": ["urls"],
    "additionalProperties": False,
}

SYSTEM_PROMPT = (
    "Du bekommst eine Liste von Bild-URLs einer Wohnungsanzeige. Wähle nur "
    "die URLs aus, die ein Foto der Wohnung zeigen (Innenraum, Außenansicht, "
    "Grundriss). Verwerfe Logos, Icons, Banner, Ads, Bewertungs-Sterne, "
    "Karten/Stadtpläne, Mitarbeiter-Portraits, Tracking-Pixel.\n\n"
    "WICHTIG: Viele Wohnungsbaugesellschaften liefern ihre Fotos über ein "
    "CDN mit kryptischen Dateinamen aus (z.B. "
    "fileadmin/_processed_/2/3/xcsm_abc123def.webp.pagespeed.ic.xyz.webp). "
    "Solche URLs sind IMMER zu behalten, wenn sie vom selben Host wie die "
    "Anzeige kommen und in /fileadmin/_processed_/ oder /assets/media/ "
    "oder ähnlichen Media-Pfaden liegen. Lehne nichts nur wegen eines "
    "unleserlichen Dateinamens ab.\n\n"
    "Behalte die Reihenfolge der Input-Liste bei. Antworte ausschließlich "
    "über den Tool-Call."
)


def select_flat_image_urls(candidates: list[str], page_url: str,
                           timeout: int = 30) -> list[str]:
    """Return the LLM-filtered subset, or the original list on any failure."""
    key = _api_key()
    if not key or not candidates:
        return candidates

    user_text = (
        f"Seite: {page_url}\n\n"
        "Kandidaten-URLs (nummeriert):\n"
        + "\n".join(f"{i+1}. {u}" for i, u in enumerate(candidates))
    )
    body = {
        "model": ANTHROPIC_MODEL,
        "max_tokens": 1500,
        "system": SYSTEM_PROMPT,
        "tools": [{
            "name": TOOL_NAME,
            "description": "Persist the selected flat-photo URLs.",
            "input_schema": TOOL_SCHEMA,
        }],
        "tool_choice": {"type": "tool", "name": TOOL_NAME},
        "messages": [{"role": "user", "content": user_text}],
    }
    try:
        r = requests.post(
            API_URL,
            headers={
                "x-api-key": key,
                "anthropic-version": API_VERSION,
                "content-type": "application/json",
            },
            json=body,
            timeout=timeout,
        )
    except requests.RequestException as e:
        logger.warning("anthropic image-select request failed: %s", e)
        return candidates
    if r.status_code >= 400:
        logger.warning("anthropic image-select %s: %s", r.status_code, r.text[:300])
        return candidates

    data = r.json()
    for block in data.get("content", []):
        if block.get("type") == "tool_use" and block.get("name") == TOOL_NAME:
            urls = (block.get("input") or {}).get("urls") or []
            # Constrain to the original candidate set so the model can't
            # invent URLs (it sometimes lightly rewrites them otherwise).
            allowed = set(candidates)
            kept = [u for u in urls if u in allowed]
            if not kept and candidates:
                # The model rejected everything — usually because the URLs
                # are opaque CDN hashes it couldn't identify positively.
                # Trust the Playwright pre-filter instead of returning [].
                logger.warning("image-select returned 0 of %d — falling back to unfiltered list",
                               len(candidates))
                return candidates
            return kept
    return candidates