"""
Generate images from prompts using Replicate or Kie.ai (image models).
Used to turn selected ad creative prompts into actual ad images.
When KIE_API_KEY is set and model is nano-banana-pro, uses Kie.ai; otherwise Replicate.
"""

import asyncio
import os
import random
import re
import time
from typing import Any, Optional

import replicate
from replicate.exceptions import ReplicateError

# Model keys that use Kie.ai when KIE_API_KEY is set
KIE_MODELS = {"nano-banana-pro-kie", "nano-banana-2-kie"}

# Models that support reference images (image-to-image / multi-reference)
REFERENCE_IMAGE_MODELS = {
    "nano-banana",
    "nano-banana-2",
    "nano-banana-pro",
    "nano-banana-2-kie",
    "nano-banana-pro-kie",
}

MODEL_REGISTRY: dict[str, dict[str, Any]] = {
    "nano-banana": {
        "id": "google/nano-banana",
        "param_name": "aspect_ratio",
        "uses_dimensions": False,
        "label": "Nano Banana (Replicate)",
    },
    "nano-banana-2": {
        "id": "google/nano-banana-2",
        "param_name": "aspect_ratio",
        "uses_dimensions": False,
        "label": "Nano Banana 2 (Replicate)",
    },
    "nano-banana-pro": {
        "id": "google/nano-banana-pro",
        "param_name": "aspect_ratio",
        "uses_dimensions": False,
        "label": "Nano Banana Pro (Replicate)",
    },
    "nano-banana-2-kie": {
        "id": "kie.ai/nano-banana-2",
        "param_name": "aspect_ratio",
        "uses_dimensions": False,
        "label": "Nano Banana 2 (Kie AI)",
        "provider": "kie",
        "kie_model": "nano-banana-2",
    },
    "nano-banana-pro-kie": {
        "id": "kie.ai/nano-banana-pro",
        "param_name": "aspect_ratio",
        "uses_dimensions": False,
        "label": "Nano Banana Pro (Kie AI)",
        "provider": "kie",
        "kie_model": "nano-banana-pro",
    },
    # "flux-2-max": {
    #     "id": "black-forest-labs/flux-2-max",
    #     "param_name": "aspect_ratio",
    #     "uses_dimensions": False,
    # },
    # "ideogram-v3": {
    #     "id": "ideogram-ai/ideogram-v3-quality",
    #     "param_name": "aspect_ratio",
    #     "uses_dimensions": False,
    # },
    # "photon": {
    #     "id": "luma/photon",
    #     "param_name": "aspect_ratio",
    #     "uses_dimensions": False,
    # },
    # "recraft-v3": {
    #     "id": "recraft-ai/recraft-v3",
    #     "param_name": "aspect_ratio",
    #     "uses_dimensions": False,
    # },
    # "z-image-turbo": {
    #     "id": "prunaai/z-image-turbo",
    #     "param_name": "height",
    #     "uses_dimensions": True,
    # },
    # "seedream-3": {
    #     "id": "bytedance/seedream-3",
    #     "param_name": "aspect_ratio",
    #     "uses_dimensions": False,
    # },
}

DEFAULT_MODEL = "nano-banana-2"
TIMEOUT = 120
# Retries: 5 attempts total for 503/429 (service/rate limit); 3 for other retryable errors
MAX_RETRIES = 2  # SSL/timeout/connection (3 attempts total)
MAX_RETRIES_SERVER_ERROR = 4  # 503/429 get 5 attempts with longer backoff
RETRY_DELAY_SEC = 5
# For 503: longer waits so we don't hammer Replicate while it's overloaded
RETRY_DELAY_503_SEC = 12
# For 429 rate limit: wait at least this long (Replicate often says "resets in ~15s")
RATE_LIMIT_MIN_WAIT_SEC = 18
RATE_LIMIT_MAX_WAIT_SEC = 45
# Regex to parse "resets in ~15s" or "resets in ~1m" from Replicate 429 detail
RATE_LIMIT_RESET_RE = re.compile(r"resets?\s+in\s+~?\s*(\d+)\s*s", re.I)


def _width_height_to_aspect_ratio(width: int, height: int) -> str:
    if width == height:
        return "1:1"
    if width > height:
        return "16:9"
    return "9:16"


def _get_client():
    token = os.environ.get("REPLICATE_API_TOKEN")
    if not token:
        raise ValueError("REPLICATE_API_TOKEN is not set")
    return replicate.Client(api_token=token)


def _extract_image_url(output) -> Optional[str]:
    if output is None:
        return None
    if hasattr(output, "url"):
        return getattr(output, "url", None)
    if isinstance(output, list) and len(output) > 0:
        first = output[0]
        return getattr(first, "url", str(first) if isinstance(first, str) else None)
    if isinstance(output, str) and output.startswith("http"):
        return output
    return None


def _error_message(e: Exception) -> str:
    """Get the best available message from an exception (e.g. ReplicateError.detail)."""
    if isinstance(e, ReplicateError):
        detail = getattr(e, "detail", None)
        if detail is not None and str(detail).strip():
            return str(detail).strip()
    return (str(e) or "").strip()


def _is_retryable_error(e: Exception) -> bool:
    """True for transient errors: 503/429 from Replicate, E003/high demand, SSL/timeout/connection errors."""
    if isinstance(e, ReplicateError):
        status = getattr(e, "status", None)
        if status in (503, 429):
            return True
    msg = _error_message(e).lower()
    if "e003" in msg or "high demand" in msg or "unavailable due to high demand" in msg:
        return True
    if "timed out" in msg or "timeout" in msg:
        return True
    if "ssl" in msg or "handshake" in msg:
        return True
    if "connection" in msg and ("reset" in msg or "refused" in msg or "error" in msg):
        return True
    return False


def _retry_delay_sec(e: Exception, attempt: int) -> float:
    """Seconds to wait before retry. 429: use reset hint; 503/E003/high demand: longer backoff; else exponential."""
    if isinstance(e, ReplicateError):
        status = getattr(e, "status", None)
        if status == 429:
            detail = _error_message(e)
            match = RATE_LIMIT_RESET_RE.search(detail)
            if match:
                sec = int(match.group(1))
                return min(max(sec + 2, RATE_LIMIT_MIN_WAIT_SEC), RATE_LIMIT_MAX_WAIT_SEC)
            return RATE_LIMIT_MIN_WAIT_SEC
        if status == 503:
            return RETRY_DELAY_503_SEC * (attempt + 1)
    msg = _error_message(e).lower()
    if "e003" in msg or "high demand" in msg or "unavailable due to high demand" in msg:
        return RETRY_DELAY_503_SEC * (attempt + 1)
    return RETRY_DELAY_SEC * (attempt + 1)


def _user_friendly_error(e: Exception) -> str:
    """Return a clearer message for known error types."""
    if isinstance(e, ReplicateError):
        status = getattr(e, "status", None)
        if status == 503:
            return "Replicate service is temporarily unavailable. Please try again in a moment."
        if status == 429:
            return "Rate limit reached for this model. Please wait a minute and try again, or generate fewer ads at once."
    msg = _error_message(e)
    if not msg:
        return "Something went wrong while generating the image. Please try again."
    # Normalize Replicate's E003 / high-demand message to a short, user-friendly line (no trace IDs)
    if "e003" in msg.lower() or "high demand" in msg.lower() or "unavailable due to high demand" in msg.lower():
        return "Service is busy due to high demand. Please try again in a few minutes."
    if "timed out" in msg or "timeout" in msg or "ssl" in msg or "handshake" in msg:
        return "Connection timed out. Please try generating this image again."
    return msg


def _use_kie(model_key: str) -> bool:
    """True if this model should use Kie.ai and an API key is configured."""
    if model_key not in KIE_MODELS:
        return False
    return bool((os.environ.get("KIE_API_KEY") or os.environ.get("KIE_AI_API_KEY") or "").strip())


def generate_image_sync(
    prompt: str,
    model_key: str = DEFAULT_MODEL,
    width: int = 1024,
    height: int = 1024,
    seed: Optional[int] = None,
    reference_image_urls: Optional[list[str]] = None,
) -> tuple[Optional[str], Optional[str]]:
    """
    Run image generation (blocking). Returns (image_url, error_message).
    Uses Kie.ai for nano-banana-pro when KIE_API_KEY is set; otherwise Replicate.
    reference_image_urls: optional list of reference image URLs (product, logo, etc.).
    Nano-banana supports multiple images and will fuse them according to the prompt.
    """
    # Route nano-banana-pro to Kie.ai when KIE_API_KEY is set
    if _use_kie(model_key):
        from app.kie_image import generate_image_sync as kie_generate
        cfg = MODEL_REGISTRY.get(model_key) or {}
        kie_model = cfg.get("kie_model") or "nano-banana-pro"
        return kie_generate(
            prompt=prompt,
            model=kie_model,
            width=width,
            height=height,
            reference_image_urls=reference_image_urls,
        )

    cfg = MODEL_REGISTRY.get(model_key)
    if not cfg:
        return None, f"Unknown model: {model_key}"

    seed = seed or random.randint(1, 2147483647)
    input_data = {"prompt": prompt, "seed": seed}
    urls = [u for u in (reference_image_urls or []) if u and isinstance(u, str) and u.strip()]
    if urls and model_key in REFERENCE_IMAGE_MODELS:
        ref_key = cfg.get("reference_key") or "image_input"
        if cfg.get("reference_single"):
            input_data[ref_key] = urls[0]
        else:
            input_data[ref_key] = urls
    if cfg.get("uses_dimensions"):
        input_data["width"] = width
        input_data["height"] = height
    else:
        input_data[cfg["param_name"]] = _width_height_to_aspect_ratio(width, height)

    last_error = None
    for attempt in range(MAX_RETRIES_SERVER_ERROR + 1):
        try:
            client = _get_client()
            output = client.run(cfg["id"], input=input_data)
            url = _extract_image_url(output)
            return url, None
        except Exception as e:
            last_error = e
            is_server_or_rate_limit = (
                isinstance(e, ReplicateError) and getattr(e, "status", None) in (503, 429)
            ) or (
                "e003" in _error_message(e).lower()
                or "high demand" in _error_message(e).lower()
            )
            max_retries = MAX_RETRIES_SERVER_ERROR if is_server_or_rate_limit else MAX_RETRIES
            if attempt < max_retries and _is_retryable_error(e):
                time.sleep(_retry_delay_sec(e, attempt))
                continue
            break
    return None, _user_friendly_error(last_error)


async def generate_image(
    prompt: str,
    model_key: str = DEFAULT_MODEL,
    width: int = 1024,
    height: int = 1024,
    reference_image_urls: Optional[list[str]] = None,
) -> tuple[Optional[str], Optional[str]]:
    """Run Replicate in a thread so we don't block the event loop."""
    return await asyncio.wait_for(
        asyncio.to_thread(
            generate_image_sync,
            prompt=prompt,
            model_key=model_key,
            width=width,
            height=height,
            reference_image_urls=reference_image_urls,
        ),
        timeout=TIMEOUT,
    )