"""AI auto-map: analyse a template's source paper → ghost-region suggestions (spec R3.1/R3.3/R3.5/R5.4).

The teacher's "Auto-detect remaining" button hits this. Because extraction on an image-only paper takes
~15-60s (Card-12 grounding), it runs ASYNC: POST returns a job_id, the canvas polls GET /jobs/{id}, and on
completion gets `suggestions` (questions + response_areas + boundaries) to render as GHOSTS
(`source:'ai', confirmed:false`, opacity by confidence). The teacher confirms/dismisses; nothing here is
authoritative and it never overwrites manual shapes (R3.1/R3.3). Persisting confirmed shapes is the
existing PUT /templates/{id} path.

Access is as-the-user (E1/E2): the template is read under RLS (a template the caller can't see reads back
absent → 404, IDOR-safe), and a job is only visible to the user who started it. The heavy pipeline lives
behind `modules.services.exam_extract` (the docling-exam-spike deployed as the extraction service).
"""
from __future__ import annotations

import os
import time
import uuid
from typing import Any, Dict

from fastapi import APIRouter, BackgroundTasks, Depends, HTTPException

from modules.logger_tool import initialise_logger
from modules.services.exam_extract import ExtractionUnavailable, analyse_source
from routers.exam.dependencies import ExamContext, get_exam_context

logger = initialise_logger(__name__, os.getenv("LOG_LEVEL"), os.getenv("LOG_PATH"), "default", True)

router = APIRouter()

# In-process job store. R5.4 allows BackgroundTasks + a status row for Sprint-4; a durable `exam_jobs`
# table (survives restarts / multiple workers) is the follow-on. Keyed by job_id; scoped to its user.
JOBS: Dict[str, Dict[str, Any]] = {}
_JOB_TTL = 3600  # forget finished jobs after an hour so the dict doesn't grow unbounded


def _gc() -> None:
    now = time.time()
    for jid in [j for j, v in JOBS.items() if now - v.get("created", now) > _JOB_TTL]:
        JOBS.pop(jid, None)


def _template_or_404(ctx: ExamContext, template_id: str) -> Dict[str, Any]:
    """Read the template AS THE USER — RLS makes a non-owned/other-institute template read as absent."""
    res = (
        ctx.supabase.table("exam_templates")
        .select("id, exam_code, source_file_id, institute_id")
        .eq("id", template_id)
        .execute()
    )
    rows = getattr(res, "data", None) or []
    if not rows:
        raise HTTPException(status_code=404, detail="Template not found")
    return rows[0] if isinstance(rows, list) else rows


async def _run_job(job_id: str, source: Dict[str, Any], exam_code: str | None) -> None:
    job = JOBS.get(job_id)
    if not job:
        return
    job["status"] = "running"
    try:
        sugg = await analyse_source(source, exam_code)
        job.update(status="complete", progress=100, suggestions=sugg,
                   counts={k: len(sugg.get(k, [])) for k in ("questions", "response_areas", "boundaries")})
    except ExtractionUnavailable as exc:
        logger.warning(f"analyse job {job_id}: extraction unavailable: {exc}")
        job.update(status="error", error=str(exc))
    except Exception as exc:  # noqa: BLE001 - the job must record any failure, not crash the worker
        logger.error(f"analyse job {job_id} failed: {exc}")
        job.update(status="error", error=f"{type(exc).__name__}: {exc}")


@router.post("/templates/{template_id}/analyse")
async def start_analyse(
    template_id: str,
    background: BackgroundTasks,
    ctx: ExamContext = Depends(get_exam_context),
) -> Dict[str, Any]:
    """Kick off extraction for this template's source paper → {job_id}. Poll GET /jobs/{job_id}."""
    _gc()
    tmpl = _template_or_404(ctx, template_id)
    job_id = str(uuid.uuid4())
    JOBS[job_id] = {"id": job_id, "template_id": template_id, "user_id": ctx.user_id,
                    "status": "queued", "progress": 0, "created": time.time()}
    # the extraction service resolves + renders the source itself; the API only forwards the pointer
    source = {"file_id": tmpl.get("source_file_id"), "exam_code": tmpl.get("exam_code")}
    background.add_task(_run_job, job_id, source, tmpl.get("exam_code"))
    return {"job_id": job_id, "status": "queued"}


@router.get("/jobs/{job_id}")
async def get_job(job_id: str, ctx: ExamContext = Depends(get_exam_context)) -> Dict[str, Any]:
    """Poll an analyse job. On `complete`, `suggestions` = ghost regions for the canvas to render."""
    job = JOBS.get(job_id)
    if not job or job.get("user_id") != ctx.user_id:   # a job is only visible to the user who started it
        raise HTTPException(status_code=404, detail="Job not found")
    out = {k: job.get(k) for k in ("id", "template_id", "status", "progress", "error", "counts")}
    if job.get("status") == "complete":
        out["suggestions"] = job.get("suggestions")
    return out