"""Gemma prompting + parsing for the comic writer.

Two prompt families, both demanding STRICT JSON so parsing is reliable:

  build_bible_messages(idea)            -> Gemma call #1: safety gate + story bible.
  build_panel_messages(bible, pages..)  -> Gemma calls #2..N: the actual panels for a
                                           small batch of pages, given the bible and a
                                           recap of the story so far (continuity).

This module is backend-agnostic: it only builds message lists and parses replies.
The engine owns the model calls. Robust JSON extraction tolerates a stray ```json
fence, leftover <think> blocks, or prose around the object (belt-and-braces on top of
vLLM's --reasoning-parser, which already strips the thinking channel).
"""

from __future__ import annotations

import json
import re
from typing import List, Optional

from .schema import (
    ComicBible, Panel, PageSynopsis, PAGES, PANELS_PER_PAGE,
)

# How many pages to script per panel call. 5 pages = 10 panels/call -> 5 calls for a
# 25-page (50-panel) comic. Small enough that each JSON reply stays well within the
# token budget (even with thinking) and the model keeps full continuity context; big
# enough to keep round-trips down.
PANEL_BATCH_PAGES = 5


# ── JSON extraction ──────────────────────────────────────────────────────────

_THINK_RE = re.compile(r"<think>.*?</think>", re.DOTALL | re.IGNORECASE)
_FENCE_RE = re.compile(r"```(?:json)?\s*(.*?)\s*```", re.DOTALL | re.IGNORECASE)


def _first_json_object(text: str) -> Optional[str]:
    """Return the first balanced {...} object in `text` (string/escape aware)."""
    start = text.find("{")
    if start < 0:
        return None
    depth = 0
    in_str = False
    esc = False
    for i in range(start, len(text)):
        c = text[i]
        if in_str:
            if esc:
                esc = False
            elif c == "\\":
                esc = True
            elif c == '"':
                in_str = False
            continue
        if c == '"':
            in_str = True
        elif c == "{":
            depth += 1
        elif c == "}":
            depth -= 1
            if depth == 0:
                return text[start:i + 1]
    return None


def extract_json(text: str) -> dict:
    """Parse the model reply into a dict, tolerating fences/prose/thinking leftovers.

    Raises ValueError if nothing JSON-like is found, so callers can surface a clear
    error (and retry) rather than silently producing an empty comic.
    """
    if not text or not text.strip():
        raise ValueError("empty model reply")
    cleaned = _THINK_RE.sub("", text).strip()

    # Prefer a fenced block if present, else the raw text.
    candidates = []
    m = _FENCE_RE.search(cleaned)
    if m:
        candidates.append(m.group(1))
    candidates.append(cleaned)

    for cand in candidates:
        for blob in (cand, _first_json_object(cand)):
            if not blob:
                continue
            try:
                obj = json.loads(blob)
                if isinstance(obj, dict):
                    return obj
            except json.JSONDecodeError:
                continue
    raise ValueError("no JSON object found in model reply")


# ── Call #1: gatekeeper + story bible ────────────────────────────────────────

BIBLE_SYSTEM = (
    "You are a professional comic-book writer and art director. From a reader's "
    "request you design a complete comic of exactly "
    f"{PAGES} pages, {PANELS_PER_PAGE} panels per page ({PAGES * PANELS_PER_PAGE} "
    "panels total). You are ALSO the content gatekeeper.\n\n"
    "SAFETY FIRST. Refuse (approved=false) only if the request asks for: sexual "
    "content involving minors; real, named people in sexual or defamatory scenes; "
    "extreme gore or cruelty for shock value; hateful or harassing content toward a "
    "protected group; or instructions that enable real-world harm. Ordinary fictional "
    "adventure, action, peril, rivalry, mystery, romance, horror and comedy ARE allowed. "
    "When you refuse, give one short, polite sentence and leave the other fields empty.\n\n"
    "If approved, design a story BIBLE:\n"
    "- a punchy title and a one-sentence logline;\n"
    "- a FIXED cast of 1 to 4 main characters. Each gets a name and a single vivid, "
    "concrete VISUAL description (species/build, age, hair, face, signature clothing, "
    "colors, props) of about 25-40 words. This description is reused verbatim in every "
    "image, so it must be self-contained and unambiguous;\n"
    "- one global art_style line (medium, linework, shading) and one palette line, both "
    "constant for the whole comic;\n"
    f"- a {PAGES}-page synopsis: one vivid sentence per page, together forming a full arc "
    "(setup, rising action, midpoint turn, climax, resolution).\n\n"
    "Output STRICT JSON ONLY — no markdown, no commentary. Schema:\n"
    "{\n"
    '  "approved": true,\n'
    '  "refusal_reason": "",\n'
    '  "title": "...",\n'
    '  "logline": "...",\n'
    '  "art_style": "...",\n'
    '  "palette": "...",\n'
    '  "characters": [ {"name": "...", "appearance": "..."} ],\n'
    f'  "pages": [ {{"page": 1, "synopsis": "..."}}  ... exactly {PAGES} items ]\n'
    "}"
)


def build_bible_messages(idea: str) -> list:
    user = (
        f"Reader's request:\n\"\"\"\n{idea.strip()}\n\"\"\"\n\n"
        f"Decide if it is allowed, then (if allowed) design the full {PAGES}-page comic "
        "bible. Remember: character appearance descriptions are reused verbatim in every "
        "panel image, so make them detailed and consistent. Output strict JSON only."
    )
    return [
        {"role": "system", "content": BIBLE_SYSTEM},
        {"role": "user", "content": user},
    ]


def parse_bible(reply: str) -> ComicBible:
    """Parse call #1. On approval, pad/truncate pages to exactly PAGES entries."""
    bible = ComicBible.from_dict(extract_json(reply))
    if bible.approved:
        # Normalise to exactly PAGES synopses so downstream batching is clean.
        pages = bible.pages[:PAGES]
        while len(pages) < PAGES:
            pages.append(PageSynopsis(page=len(pages) + 1, synopsis=""))
        for i, p in enumerate(pages, start=1):
            p.page = i
        bible.pages = pages
    return bible


# ── Calls #2..N: panel script for a batch of pages ───────────────────────────

PANEL_SYSTEM = (
    "You are the same comic-book writer, now scripting individual panels. You are given "
    "the story bible (title, fixed cast with appearances, art style, palette, and the "
    "full page-by-page synopsis) and a recap of the panels written so far. You write the "
    f"{PANELS_PER_PAGE} panels for each requested page, continuing the story coherently.\n\n"
    "For every panel produce:\n"
    "- scene: a purely VISUAL description of what we see in the frame — camera/shot, which "
    "named characters are present and what they are doing, setting and mood. No dialogue "
    "or words that should appear AS text in the image (the image must be text-free).\n"
    "- caption: the reader-facing text shown UNDER the panel: 1-2 short sentences of "
    "narration, optionally one short line of spoken dialogue in quotes. This carries the "
    "story between images.\n"
    "- characters: the list of cast names present in the panel (use the bible's exact "
    "names so their look stays consistent).\n\n"
    "Keep continuity with the recap and the synopsis. Output STRICT JSON ONLY:\n"
    '{ "panels": [ {"page": N, "panel": 1, "scene": "...", "caption": "...", '
    '"characters": ["..."]} , ... ] }'
)


def _bible_brief(bible: ComicBible) -> str:
    cast = "\n".join(f"  - {c.name}: {c.appearance}" for c in bible.characters)
    synopsis = "\n".join(f"  Page {p.page}: {p.synopsis}" for p in bible.pages)
    return (
        f"TITLE: {bible.title}\n"
        f"LOGLINE: {bible.logline}\n"
        f"ART STYLE: {bible.art_style}\n"
        f"PALETTE: {bible.palette}\n"
        f"CAST (fixed appearances):\n{cast}\n"
        f"FULL {PAGES}-PAGE SYNOPSIS:\n{synopsis}"
    )


def build_panel_messages(bible: ComicBible, pages: List[int], recap: str) -> list:
    page_lines = "\n".join(
        f"  Page {n}: {bible.pages[n - 1].synopsis}" for n in pages
    )
    recap_block = recap.strip() or "(this is the opening — nothing has happened yet)"
    user = (
        f"{_bible_brief(bible)}\n\n"
        f"STORY SO FAR (panels already written):\n{recap_block}\n\n"
        f"NOW WRITE the {PANELS_PER_PAGE} panels for EACH of these pages, in order:\n"
        f"{page_lines}\n\n"
        f"Return exactly {len(pages) * PANELS_PER_PAGE} panels as strict JSON."
    )
    return [
        {"role": "system", "content": PANEL_SYSTEM},
        {"role": "user", "content": user},
    ]


def parse_panels(reply: str, pages: List[int]) -> List[Panel]:
    """Parse a panel-batch reply into Panels, coercing to the expected page/panel grid.

    Defensive: if the model returns the wrong count or scrambled page/panel numbers,
    we slot the panels into the expected (page, panel) order so the comic stays whole.
    """
    obj = extract_json(reply)
    raw = obj.get("panels")
    if not isinstance(raw, list):
        raw = [obj]  # tolerate a bare single panel object

    expected = [(pg, pn) for pg in pages for pn in range(1, PANELS_PER_PAGE + 1)]
    panels: List[Panel] = []
    for slot, item in zip(expected, raw):
        if not isinstance(item, dict):
            continue
        p = Panel.from_dict(item, default_page=slot[0], default_panel=slot[1])
        # Force onto the expected grid slot — trust position over the model's numbering.
        p.page, p.panel = slot
        panels.append(p)
    return panels


def batches(pages_per_batch: int = PANEL_BATCH_PAGES) -> List[List[int]]:
    """Page-number batches covering 1..PAGES, e.g. [[1,2],[3,4],...,[9,10]]."""
    out = []
    for start in range(1, PAGES + 1, pages_per_batch):
        out.append(list(range(start, min(start + pages_per_batch, PAGES + 1))))
    return out


def recap_from_panels(panels: List[Panel], last: int = 16) -> str:
    """A compact running summary fed back as continuity context for the next batch.

    Only the most recent `last` panels are included — the full-arc page synopsis is
    always in the prompt, so this just needs the immediate lead-in. Keeps prompts lean
    and fast across a 50-panel comic.
    """
    ordered = sorted(panels, key=lambda x: x.index)[-last:]
    lines = []
    for p in ordered:
        cap = p.caption.replace("\n", " ").strip()
        if len(cap) > 160:
            cap = cap[:157] + "..."
        lines.append(f"  Page {p.page} panel {p.panel}: {cap}")
    return "\n".join(lines)