#!/usr/bin/env python3
from __future__ import annotations

import base64
import binascii
import json
import os
import re
import subprocess
import uuid
from concurrent.futures import ThreadPoolExecutor, as_completed
from http.server import SimpleHTTPRequestHandler, ThreadingHTTPServer
from pathlib import Path
from time import monotonic
from typing import Any

APP_DIR = Path(__file__).resolve().parent
STATIC_DIR = APP_DIR / "static"
UPLOADS_DIR = APP_DIR / "uploads"
HOST = os.environ.get("HOST", "127.0.0.1")
PORT = int(os.environ.get("PORT", "8080"))
GEMINI_TIMEOUT_SEC = int(os.environ.get("GEMINI_TIMEOUT_SEC", "90"))
GEMINI_CLI_BINARY = os.environ.get("GEMINI_CLI_BINARY", "gemini")
LOCKED_GEMINI_MODEL = "gemini-3-flash-preview"
MAX_IMAGE_BYTES = int(os.environ.get("MAX_IMAGE_BYTES", str(8 * 1024 * 1024)))
MAX_BATCH_IMAGES = int(os.environ.get("MAX_BATCH_IMAGES", "20"))
MAX_PARALLEL_WORKERS = max(1, int(os.environ.get("MAX_PARALLEL_WORKERS", "4")))

ALLOWED_IMAGE_MIME_TO_EXT = {
    "image/png": "png",
    "image/jpeg": "jpg",
    "image/jpg": "jpg",
    "image/webp": "webp",
    "image/gif": "gif",
}
DATA_URL_RE = re.compile(r"^data:(?P<mime>[-\w.+/]+);base64,(?P<data>[A-Za-z0-9+/=\s]+)$")

DEFAULT_SYSTEM_PROMPT = (
    "You are a UK fintech ad compliance screening assistant. "
    "Return only valid JSON and nothing else."
)

JSON_SCHEMA_HINT = {
    "risk_level": "low | medium | high",
    "summary": "short sentence",
    "violations": [
        {
            "issue": "what is risky",
            "rule_refs": ["FCA handbook or principle area"],
            "why": "why this is a risk",
            "fix": "specific rewrite guidance",
        }
    ],
    "safe_rewrite": "optional ad rewrite",
}


def build_prompt(ad_text: str, extra_context: str, system_prompt: str, image_at_path: str | None) -> str:
    ad_text_clean = ad_text.strip()
    parts = [
        system_prompt.strip(),
        "",
        "Task: Screen this ad copy for UK fintech/FCA-style risk.",
        "Output format: Return only JSON in this shape:",
        json.dumps(JSON_SCHEMA_HINT, ensure_ascii=True, indent=2),
        "",
    ]
    if image_at_path:
        parts += [
            "Creative image reference:",
            f"@{image_at_path}",
            "Use this image as part of your compliance risk review.",
            "",
        ]
    parts += [
        "Ad copy:",
        ad_text_clean if ad_text_clean else "[Not provided]",
    ]
    if extra_context.strip():
        parts += ["", "Extra context:", extra_context.strip()]
    return "\n".join(parts)


def gemini_cmd_candidates(prompt: str) -> list[list[str]]:
    # Model is intentionally locked and never exposed to users.
    return [
        [GEMINI_CLI_BINARY, "--model", LOCKED_GEMINI_MODEL, "-p", prompt],
        [GEMINI_CLI_BINARY, "-m", LOCKED_GEMINI_MODEL, "-p", prompt],
        [GEMINI_CLI_BINARY, "--model", LOCKED_GEMINI_MODEL, "--prompt", prompt],
        [GEMINI_CLI_BINARY, "-m", LOCKED_GEMINI_MODEL, "--prompt", prompt],
    ]


def is_flag_parse_error(stderr: str, stdout: str) -> bool:
    combined = f"{stderr}\n{stdout}".lower()
    return any(
        token in combined
        for token in (
            "unknown option",
            "unknown argument",
            "invalid option",
            "unrecognized option",
            "unrecognized argument",
            "unexpected argument",
            "did you mean",
        )
    )


def run_gemini(prompt: str) -> str:
    attempts = gemini_cmd_candidates(prompt)
    last_error = "Gemini CLI invocation failed."
    child_env = os.environ.copy()

    # Keep only GEMINI_API_KEY to avoid CLI warnings when both vars are set.
    if not child_env.get("GEMINI_API_KEY") and child_env.get("GOOGLE_API_KEY"):
        child_env["GEMINI_API_KEY"] = child_env["GOOGLE_API_KEY"]
    child_env.pop("GOOGLE_API_KEY", None)

    for idx, cmd in enumerate(attempts):
        proc = subprocess.run(
            cmd,
            capture_output=True,
            text=True,
            cwd=str(APP_DIR),
            env=child_env,
            timeout=GEMINI_TIMEOUT_SEC,
            check=False,
        )
        if proc.returncode == 0:
            return (proc.stdout or "").strip()

        stderr = (proc.stderr or "").strip()
        stdout = (proc.stdout or "").strip()
        details = stderr if stderr else stdout
        last_error = details or f"Gemini CLI exited with code {proc.returncode}."

        # Only retry different flag shapes if this appears to be flag parsing trouble.
        if idx < len(attempts) - 1 and is_flag_parse_error(stderr, stdout):
            continue
        break

    raise RuntimeError(last_error)


def try_parse_json(text: str) -> Any | None:
    trimmed = text.strip()
    if not trimmed:
        return None
    # Handle markdown fences if the model returns them.
    if trimmed.startswith("```"):
        lines = trimmed.splitlines()
        if len(lines) >= 3 and lines[-1].strip().startswith("```"):
            trimmed = "\n".join(lines[1:-1]).strip()
            if trimmed.lower().startswith("json"):
                trimmed = trimmed[4:].strip()
    try:
        return json.loads(trimmed)
    except json.JSONDecodeError:
        return None


def safe_filename_stem(raw_name: str) -> str:
    stem = Path(raw_name).stem if raw_name else "ad-image"
    cleaned = re.sub(r"[^A-Za-z0-9_-]+", "-", stem).strip("-")
    if not cleaned:
        return "ad-image"
    return cleaned[:40]


def save_image_from_data_url(image_data_url: str, image_filename: str) -> str:
    match = DATA_URL_RE.match(image_data_url.strip())
    if not match:
        raise ValueError("Image must be a valid base64 data URL (data:image/...;base64,...).")

    mime_type = match.group("mime").lower()
    extension = ALLOWED_IMAGE_MIME_TO_EXT.get(mime_type)
    if not extension:
        allowed = ", ".join(sorted(ALLOWED_IMAGE_MIME_TO_EXT))
        raise ValueError(f"Unsupported image type '{mime_type}'. Allowed: {allowed}.")

    base64_payload = re.sub(r"\s+", "", match.group("data"))
    try:
        image_bytes = base64.b64decode(base64_payload, validate=True)
    except (ValueError, binascii.Error):
        raise ValueError("Image base64 payload is invalid.") from None

    if not image_bytes:
        raise ValueError("Image payload is empty.")

    if len(image_bytes) > MAX_IMAGE_BYTES:
        raise ValueError(f"Image is too large. Max size is {MAX_IMAGE_BYTES} bytes.")

    UPLOADS_DIR.mkdir(parents=True, exist_ok=True)
    final_name = f"{safe_filename_stem(image_filename)}-{uuid.uuid4().hex[:10]}.{extension}"
    image_path = UPLOADS_DIR / final_name
    image_path.write_bytes(image_bytes)
    return f"uploads/{final_name}"


def normalize_image_inputs(payload: dict[str, Any]) -> list[dict[str, str]]:
    images_field = payload.get("images")
    single_data_url = str(payload.get("image_data_url", "")).strip()
    single_filename = str(payload.get("image_filename", "")).strip()

    normalized: list[dict[str, str]] = []
    if isinstance(images_field, list) and images_field:
        if len(images_field) > MAX_BATCH_IMAGES:
            raise ValueError(f"Too many images. Max is {MAX_BATCH_IMAGES}.")
        for idx, item in enumerate(images_field):
            if not isinstance(item, dict):
                raise ValueError(f"images[{idx}] must be an object.")
            data_url = str(item.get("data_url", "")).strip()
            filename = str(item.get("filename", "")).strip() or f"image-{idx + 1}.png"
            if not data_url:
                raise ValueError(f"images[{idx}].data_url is required.")
            normalized.append({"data_url": data_url, "filename": filename})
    elif single_data_url:
        normalized.append(
            {
                "data_url": single_data_url,
                "filename": single_filename or "image.png",
            }
        )
    return normalized


def run_single_check(prompt: str) -> tuple[bool, int, dict[str, Any]]:
    try:
        raw_output = run_gemini(prompt)
        return True, 200, {"parsed_output": try_parse_json(raw_output), "raw_output": raw_output}
    except FileNotFoundError:
        return (
            False,
            500,
            {"error": f"Gemini CLI not found. Install it and ensure '{GEMINI_CLI_BINARY}' is on PATH."},
        )
    except subprocess.TimeoutExpired:
        return False, 504, {"error": f"Gemini CLI timed out after {GEMINI_TIMEOUT_SEC}s."}
    except RuntimeError as err:
        return False, 500, {"error": str(err)}


def run_single_image_check(
    index: int,
    total: int,
    image_ref: str,
    ad_text: str,
    extra_context: str,
    system_prompt: str,
) -> dict[str, Any]:
    print(f"[batch {index}/{total}] starting check for {image_ref}", flush=True)
    started = monotonic()
    prompt = build_prompt(
        ad_text=ad_text,
        extra_context=extra_context,
        system_prompt=system_prompt,
        image_at_path=image_ref,
    )
    ok, _status, result = run_single_check(prompt)
    elapsed = monotonic() - started
    status_text = "ok" if ok else "failed"
    print(f"[batch {index}/{total}] {status_text} in {elapsed:.1f}s", flush=True)
    return {
        "index": index,
        "ok": ok,
        "image_reference": image_ref,
        "parsed_output": result.get("parsed_output"),
        "raw_output": result.get("raw_output"),
        "error": result.get("error"),
    }


class AppHandler(SimpleHTTPRequestHandler):
    def __init__(self, *args: Any, **kwargs: Any) -> None:
        super().__init__(*args, directory=str(STATIC_DIR), **kwargs)

    def _send_json(self, status: int, payload: dict[str, Any]) -> None:
        data = json.dumps(payload, ensure_ascii=True).encode("utf-8")
        self.send_response(status)
        self.send_header("Content-Type", "application/json; charset=utf-8")
        self.send_header("Content-Length", str(len(data)))
        self.end_headers()
        self.wfile.write(data)

    def do_POST(self) -> None:
        if self.path != "/api/check":
            self._send_json(404, {"ok": False, "error": "Not found"})
            return

        content_length = int(self.headers.get("Content-Length", "0"))
        if content_length <= 0:
            self._send_json(400, {"ok": False, "error": "Request body is required."})
            return

        content_type = self.headers.get("Content-Type", "")
        if "application/json" not in content_type.lower():
            self._send_json(400, {"ok": False, "error": "Content-Type must be application/json."})
            return

        raw_body = self.rfile.read(content_length)
        try:
            body_str = raw_body.decode("utf-8")
        except UnicodeDecodeError:
            self._send_json(400, {"ok": False, "error": "Body contains invalid UTF-8 data."})
            return

        try:
            payload = json.loads(body_str)
        except json.JSONDecodeError:
            self._send_json(400, {"ok": False, "error": "Body must be valid JSON."})
            return

        ad_text = str(payload.get("ad_text", "")).strip()
        extra_context = str(payload.get("extra_context", "")).strip()
        system_prompt = str(payload.get("system_prompt", DEFAULT_SYSTEM_PROMPT)).strip()

        try:
            image_inputs = normalize_image_inputs(payload)
        except ValueError as err:
            self._send_json(400, {"ok": False, "error": str(err)})
            return

        if not ad_text and not image_inputs:
            self._send_json(400, {"ok": False, "error": "Provide 'ad_text' or an image."})
            return

        if not system_prompt:
            system_prompt = DEFAULT_SYSTEM_PROMPT

        if not image_inputs:
            prompt = build_prompt(
                ad_text=ad_text,
                extra_context=extra_context,
                system_prompt=system_prompt,
                image_at_path=None,
            )
            ok, status, result = run_single_check(prompt)
            if not ok:
                self._send_json(status, {"ok": False, "error": result["error"]})
                return
            self._send_json(
                200,
                {
                    "ok": True,
                    "mode": "single",
                    "parallel_workers": 1,
                    "all_success": True,
                    "total": 1,
                    "success_count": 1,
                    "failure_count": 0,
                    "results": [
                        {
                            "index": 1,
                            "ok": True,
                            "image_reference": None,
                            "parsed_output": result["parsed_output"],
                            "raw_output": result["raw_output"],
                            "error": None,
                        }
                    ],
                    "parsed_output": result["parsed_output"],
                    "raw_output": result["raw_output"],
                    "image_reference": None,
                },
            )
            return

        image_refs: list[str] = []
        for image in image_inputs:
            try:
                image_ref = save_image_from_data_url(
                    image_data_url=image["data_url"], image_filename=image["filename"]
                )
            except ValueError as err:
                self._send_json(400, {"ok": False, "error": str(err)})
                return
            image_refs.append(image_ref)

        total = len(image_refs)
        worker_count = max(1, min(MAX_PARALLEL_WORKERS, total))
        print(
            f"Starting bulk Gemini checks: total_images={total}, parallel_workers={worker_count}",
            flush=True,
        )

        results: list[dict[str, Any] | None] = [None] * total
        completed = 0
        with ThreadPoolExecutor(max_workers=worker_count) as executor:
            future_to_slot = {
                executor.submit(
                    run_single_image_check,
                    idx,
                    total,
                    image_ref,
                    ad_text,
                    extra_context,
                    system_prompt,
                ): (idx - 1, image_ref)
                for idx, image_ref in enumerate(image_refs, start=1)
            }
            for future in as_completed(future_to_slot):
                slot, image_ref = future_to_slot[future]
                try:
                    results[slot] = future.result()
                except Exception as err:
                    # Defensive fallback: this should be rare because worker handles model errors.
                    results[slot] = {
                        "index": slot + 1,
                        "ok": False,
                        "image_reference": image_ref,
                        "parsed_output": None,
                        "raw_output": None,
                        "error": f"Unexpected worker error: {err}",
                    }
                completed += 1
                print(f"Bulk progress: {completed}/{total} completed", flush=True)

        finalized_results = [item for item in results if item is not None]
        finalized_results.sort(key=lambda item: int(item["index"]))

        success_count = sum(1 for item in finalized_results if item["ok"])
        failure_count = len(finalized_results) - success_count
        first = finalized_results[0]
        self._send_json(
            200,
            {
                "ok": True,
                "mode": "bulk" if len(finalized_results) > 1 else "single",
                "parallel_workers": worker_count,
                "all_success": failure_count == 0,
                "total": len(finalized_results),
                "success_count": success_count,
                "failure_count": failure_count,
                "results": finalized_results,
                # Keep compatibility with single-result UI consumers.
                "parsed_output": first.get("parsed_output"),
                "raw_output": first.get("raw_output"),
                "image_reference": first.get("image_reference"),
            },
        )


def main() -> None:
    STATIC_DIR.mkdir(parents=True, exist_ok=True)
    UPLOADS_DIR.mkdir(parents=True, exist_ok=True)
    server = ThreadingHTTPServer((HOST, PORT), AppHandler)
    print(f"Server running at http://{HOST}:{PORT}")
    server.serve_forever()


if __name__ == "__main__":
    main()