from fastapi import (
    FastAPI,
    Request,
    Depends,
    HTTPException,
)
from fastapi.middleware.cors import CORSMiddleware
from typing import Optional
from pydantic import BaseModel
from pathlib import Path
import mimetypes
import uuid
import base64
import json
import logging
import re
import requests
import asyncio

from utils.utils import (
    get_verified_user,
    get_admin_user,
)

from apps.images.utils.comfyui import (
    ComfyUIWorkflow,
    ComfyUIGenerateImageForm,
    comfyui_generate_image,
)

from constants import ERROR_MESSAGES
from config import (
    SRC_LOG_LEVELS,
    CACHE_DIR,
    IMAGE_GENERATION_ENGINE,
    ENABLE_IMAGE_GENERATION,
    AUTOMATIC1111_BASE_URL,
    AUTOMATIC1111_API_AUTH,
    COMFYUI_BASE_URL,
    COMFYUI_WORKFLOW,
    COMFYUI_WORKFLOW_NODES,
    IMAGES_OPENAI_API_BASE_URL,
    IMAGES_OPENAI_API_KEY,
    IMAGE_GENERATION_MODEL,
    IMAGE_SIZE,
    IMAGE_STEPS,
    CORS_ALLOW_ORIGIN,
    AppConfig,
)

log = logging.getLogger(__name__)
log.setLevel(SRC_LOG_LEVELS["IMAGES"])

IMAGE_CACHE_DIR = Path(CACHE_DIR).joinpath("./image/generations/")
IMAGE_CACHE_DIR.mkdir(parents=True, exist_ok=True)

app = FastAPI()
app.add_middleware(
    CORSMiddleware,
    allow_origins=CORS_ALLOW_ORIGIN,
    allow_credentials=True,
    allow_methods=["*"],
    allow_headers=["*"],
)

app.state.config = AppConfig()

app.state.config.ENGINE = IMAGE_GENERATION_ENGINE
app.state.config.ENABLED = ENABLE_IMAGE_GENERATION

app.state.config.OPENAI_API_BASE_URL = IMAGES_OPENAI_API_BASE_URL
app.state.config.OPENAI_API_KEY = IMAGES_OPENAI_API_KEY

app.state.config.MODEL = IMAGE_GENERATION_MODEL

app.state.config.AUTOMATIC1111_BASE_URL = AUTOMATIC1111_BASE_URL
app.state.config.AUTOMATIC1111_API_AUTH = AUTOMATIC1111_API_AUTH
app.state.config.COMFYUI_BASE_URL = COMFYUI_BASE_URL
app.state.config.COMFYUI_WORKFLOW = COMFYUI_WORKFLOW
app.state.config.COMFYUI_WORKFLOW_NODES = COMFYUI_WORKFLOW_NODES

app.state.config.IMAGE_SIZE = IMAGE_SIZE
app.state.config.IMAGE_STEPS = IMAGE_STEPS


@app.get("/config")
async def get_config(request: Request, user=Depends(get_admin_user)):
    return {
        "enabled": app.state.config.ENABLED,
        "engine": app.state.config.ENGINE,
        "openai": {
            "OPENAI_API_BASE_URL": app.state.config.OPENAI_API_BASE_URL,
            "OPENAI_API_KEY": app.state.config.OPENAI_API_KEY,
        },
        "automatic1111": {
            "AUTOMATIC1111_BASE_URL": app.state.config.AUTOMATIC1111_BASE_URL,
            "AUTOMATIC1111_API_AUTH": app.state.config.AUTOMATIC1111_API_AUTH,
        },
        "comfyui": {
            "COMFYUI_BASE_URL": app.state.config.COMFYUI_BASE_URL,
            "COMFYUI_WORKFLOW": app.state.config.COMFYUI_WORKFLOW,
            "COMFYUI_WORKFLOW_NODES": app.state.config.COMFYUI_WORKFLOW_NODES,
        },
    }


class OpenAIConfigForm(BaseModel):
    OPENAI_API_BASE_URL: str
    OPENAI_API_KEY: str


class Automatic1111ConfigForm(BaseModel):
    AUTOMATIC1111_BASE_URL: str
    AUTOMATIC1111_API_AUTH: str


class ComfyUIConfigForm(BaseModel):
    COMFYUI_BASE_URL: str
    COMFYUI_WORKFLOW: str
    COMFYUI_WORKFLOW_NODES: list[dict]


class ConfigForm(BaseModel):
    enabled: bool
    engine: str
    openai: OpenAIConfigForm
    automatic1111: Automatic1111ConfigForm
    comfyui: ComfyUIConfigForm


@app.post("/config/update")
async def update_config(form_data: ConfigForm, user=Depends(get_admin_user)):
    app.state.config.ENGINE = form_data.engine
    app.state.config.ENABLED = form_data.enabled

    app.state.config.OPENAI_API_BASE_URL = form_data.openai.OPENAI_API_BASE_URL
    app.state.config.OPENAI_API_KEY = form_data.openai.OPENAI_API_KEY

    app.state.config.AUTOMATIC1111_BASE_URL = (
        form_data.automatic1111.AUTOMATIC1111_BASE_URL
    )
    app.state.config.AUTOMATIC1111_API_AUTH = (
        form_data.automatic1111.AUTOMATIC1111_API_AUTH
    )

    app.state.config.COMFYUI_BASE_URL = form_data.comfyui.COMFYUI_BASE_URL
    app.state.config.COMFYUI_WORKFLOW = form_data.comfyui.COMFYUI_WORKFLOW
    app.state.config.COMFYUI_WORKFLOW_NODES = form_data.comfyui.COMFYUI_WORKFLOW_NODES

    return {
        "enabled": app.state.config.ENABLED,
        "engine": app.state.config.ENGINE,
        "openai": {
            "OPENAI_API_BASE_URL": app.state.config.OPENAI_API_BASE_URL,
            "OPENAI_API_KEY": app.state.config.OPENAI_API_KEY,
        },
        "automatic1111": {
            "AUTOMATIC1111_BASE_URL": app.state.config.AUTOMATIC1111_BASE_URL,
            "AUTOMATIC1111_API_AUTH": app.state.config.AUTOMATIC1111_API_AUTH,
        },
        "comfyui": {
            "COMFYUI_BASE_URL": app.state.config.COMFYUI_BASE_URL,
            "COMFYUI_WORKFLOW": app.state.config.COMFYUI_WORKFLOW,
            "COMFYUI_WORKFLOW_NODES": app.state.config.COMFYUI_WORKFLOW_NODES,
        },
    }


def get_automatic1111_api_auth():
    if app.state.config.AUTOMATIC1111_API_AUTH is None:
        return ""
    else:
        auth1111_byte_string = app.state.config.AUTOMATIC1111_API_AUTH.encode("utf-8")
        auth1111_base64_encoded_bytes = base64.b64encode(auth1111_byte_string)
        auth1111_base64_encoded_string = auth1111_base64_encoded_bytes.decode("utf-8")
        return f"Basic {auth1111_base64_encoded_string}"


@app.get("/config/url/verify")
async def verify_url(user=Depends(get_admin_user)):
    if app.state.config.ENGINE == "automatic1111":
        try:
            r = requests.get(
                url=f"{app.state.config.AUTOMATIC1111_BASE_URL}/sdapi/v1/options",
                headers={"authorization": get_automatic1111_api_auth()},
            )
            r.raise_for_status()
            return True
        except Exception as e:
            app.state.config.ENABLED = False
            raise HTTPException(status_code=400, detail=ERROR_MESSAGES.INVALID_URL)
    elif app.state.config.ENGINE == "comfyui":
        try:
            r = requests.get(url=f"{app.state.config.COMFYUI_BASE_URL}/object_info")
            r.raise_for_status()
            return True
        except Exception as e:
            app.state.config.ENABLED = False
            raise HTTPException(status_code=400, detail=ERROR_MESSAGES.INVALID_URL)
    else:
        return True


def set_image_model(model: str):
    app.state.config.MODEL = model
    if app.state.config.ENGINE in ["", "automatic1111"]:
        api_auth = get_automatic1111_api_auth()
        r = requests.get(
            url=f"{app.state.config.AUTOMATIC1111_BASE_URL}/sdapi/v1/options",
            headers={"authorization": api_auth},
        )
        options = r.json()
        if model != options["sd_model_checkpoint"]:
            options["sd_model_checkpoint"] = model
            r = requests.post(
                url=f"{app.state.config.AUTOMATIC1111_BASE_URL}/sdapi/v1/options",
                json=options,
                headers={"authorization": api_auth},
            )
    return app.state.config.MODEL


def get_image_model():
    if app.state.config.ENGINE == "openai":
        return app.state.config.MODEL if app.state.config.MODEL else "dall-e-2"
    elif app.state.config.ENGINE == "comfyui":
        return app.state.config.MODEL if app.state.config.MODEL else ""
    elif app.state.config.ENGINE == "automatic1111" or app.state.config.ENGINE == "":
        try:
            r = requests.get(
                url=f"{app.state.config.AUTOMATIC1111_BASE_URL}/sdapi/v1/options",
                headers={"authorization": get_automatic1111_api_auth()},
            )
            options = r.json()
            return options["sd_model_checkpoint"]
        except Exception as e:
            app.state.config.ENABLED = False
            raise HTTPException(status_code=400, detail=ERROR_MESSAGES.DEFAULT(e))


class ImageConfigForm(BaseModel):
    MODEL: str
    IMAGE_SIZE: str
    IMAGE_STEPS: int


@app.get("/image/config")
async def get_image_config(user=Depends(get_admin_user)):
    return {
        "MODEL": app.state.config.MODEL,
        "IMAGE_SIZE": app.state.config.IMAGE_SIZE,
        "IMAGE_STEPS": app.state.config.IMAGE_STEPS,
    }


@app.post("/image/config/update")
async def update_image_config(form_data: ImageConfigForm, user=Depends(get_admin_user)):
    app.state.config.MODEL = form_data.MODEL

    pattern = r"^\d+x\d+$"
    if re.match(pattern, form_data.IMAGE_SIZE):
        app.state.config.IMAGE_SIZE = form_data.IMAGE_SIZE
    else:
        raise HTTPException(
            status_code=400,
            detail=ERROR_MESSAGES.INCORRECT_FORMAT("  (e.g., 512x512)."),
        )

    if form_data.IMAGE_STEPS >= 0:
        app.state.config.IMAGE_STEPS = form_data.IMAGE_STEPS
    else:
        raise HTTPException(
            status_code=400,
            detail=ERROR_MESSAGES.INCORRECT_FORMAT("  (e.g., 50)."),
        )

    return {
        "MODEL": app.state.config.MODEL,
        "IMAGE_SIZE": app.state.config.IMAGE_SIZE,
        "IMAGE_STEPS": app.state.config.IMAGE_STEPS,
    }


@app.get("/models")
def get_models(user=Depends(get_verified_user)):
    try:
        if app.state.config.ENGINE == "openai":
            return [
                {"id": "dall-e-2", "name": "DALL·E 2"},
                {"id": "dall-e-3", "name": "DALL·E 3"},
            ]
        elif app.state.config.ENGINE == "comfyui":
            # TODO - get models from comfyui
            r = requests.get(url=f"{app.state.config.COMFYUI_BASE_URL}/object_info")
            info = r.json()

            workflow = json.loads(app.state.config.COMFYUI_WORKFLOW)
            model_node_id = None

            for node in app.state.config.COMFYUI_WORKFLOW_NODES:
                if node["type"] == "model":
                    if node["node_ids"]:
                        model_node_id = node["node_ids"][0]
                    break

            if model_node_id:
                model_list_key = None

                print(workflow[model_node_id]["class_type"])
                for key in info[workflow[model_node_id]["class_type"]]["input"][
                    "required"
                ]:
                    if "_name" in key:
                        model_list_key = key
                        break

                if model_list_key:
                    return list(
                        map(
                            lambda model: {"id": model, "name": model},
                            info[workflow[model_node_id]["class_type"]]["input"][
                                "required"
                            ][model_list_key][0],
                        )
                    )
            else:
                return list(
                    map(
                        lambda model: {"id": model, "name": model},
                        info["CheckpointLoaderSimple"]["input"]["required"][
                            "ckpt_name"
                        ][0],
                    )
                )
        elif (
            app.state.config.ENGINE == "automatic1111" or app.state.config.ENGINE == ""
        ):
            r = requests.get(
                url=f"{app.state.config.AUTOMATIC1111_BASE_URL}/sdapi/v1/sd-models",
                headers={"authorization": get_automatic1111_api_auth()},
            )
            models = r.json()
            return list(
                map(
                    lambda model: {"id": model["title"], "name": model["model_name"]},
                    models,
                )
            )
    except Exception as e:
        app.state.config.ENABLED = False
        raise HTTPException(status_code=400, detail=ERROR_MESSAGES.DEFAULT(e))


class GenerateImageForm(BaseModel):
    model: Optional[str] = None
    prompt: str
    size: Optional[str] = None
    n: int = 1
    negative_prompt: Optional[str] = None


def save_b64_image(b64_str):
    try:
        image_id = str(uuid.uuid4())

        if "," in b64_str:
            header, encoded = b64_str.split(",", 1)
            mime_type = header.split(";")[0]

            img_data = base64.b64decode(encoded)
            image_format = mimetypes.guess_extension(mime_type)

            image_filename = f"{image_id}{image_format}"
            file_path = IMAGE_CACHE_DIR / f"{image_filename}"
            with open(file_path, "wb") as f:
                f.write(img_data)
            return image_filename
        else:
            image_filename = f"{image_id}.png"
            file_path = IMAGE_CACHE_DIR.joinpath(image_filename)

            img_data = base64.b64decode(b64_str)

            # Write the image data to a file
            with open(file_path, "wb") as f:
                f.write(img_data)
            return image_filename

    except Exception as e:
        log.exception(f"Error saving image: {e}")
        return None


def save_url_image(url):
    image_id = str(uuid.uuid4())
    try:
        r = requests.get(url)
        r.raise_for_status()
        if r.headers["content-type"].split("/")[0] == "image":

            mime_type = r.headers["content-type"]
            image_format = mimetypes.guess_extension(mime_type)

            if not image_format:
                raise ValueError("Could not determine image type from MIME type")

            image_filename = f"{image_id}{image_format}"

            file_path = IMAGE_CACHE_DIR.joinpath(f"{image_filename}")
            with open(file_path, "wb") as image_file:
                for chunk in r.iter_content(chunk_size=8192):
                    image_file.write(chunk)
            return image_filename
        else:
            log.error(f"Url does not point to an image.")
            return None

    except Exception as e:
        log.exception(f"Error saving image: {e}")
        return None


@app.post("/generations")
async def image_generations(
    form_data: GenerateImageForm,
    user=Depends(get_verified_user),
):
    width, height = tuple(map(int, app.state.config.IMAGE_SIZE.split("x")))

    r = None
    try:
        if app.state.config.ENGINE == "openai":

            headers = {}
            headers["Authorization"] = f"Bearer {app.state.config.OPENAI_API_KEY}"
            headers["Content-Type"] = "application/json"

            data = {
                "model": (
                    app.state.config.MODEL
                    if app.state.config.MODEL != ""
                    else "dall-e-2"
                ),
                "prompt": form_data.prompt,
                "n": form_data.n,
                "size": (
                    form_data.size if form_data.size else app.state.config.IMAGE_SIZE
                ),
                "response_format": "b64_json",
            }

            r = requests.post(
                url=f"{app.state.config.OPENAI_API_BASE_URL}/images/generations",
                json=data,
                headers=headers,
            )

            r.raise_for_status()
            res = r.json()

            images = []

            for image in res["data"]:
                image_filename = save_b64_image(image["b64_json"])
                images.append({"url": f"/cache/image/generations/{image_filename}"})
                file_body_path = IMAGE_CACHE_DIR.joinpath(f"{image_filename}.json")

                with open(file_body_path, "w") as f:
                    json.dump(data, f)

            return images

        elif app.state.config.ENGINE == "comfyui":
            data = {
                "prompt": form_data.prompt,
                "width": width,
                "height": height,
                "n": form_data.n,
            }

            if app.state.config.IMAGE_STEPS is not None:
                data["steps"] = app.state.config.IMAGE_STEPS

            if form_data.negative_prompt is not None:
                data["negative_prompt"] = form_data.negative_prompt

            form_data = ComfyUIGenerateImageForm(
                **{
                    "workflow": ComfyUIWorkflow(
                        **{
                            "workflow": app.state.config.COMFYUI_WORKFLOW,
                            "nodes": app.state.config.COMFYUI_WORKFLOW_NODES,
                        }
                    ),
                    **data,
                }
            )
            res = await comfyui_generate_image(
                app.state.config.MODEL,
                form_data,
                user.id,
                app.state.config.COMFYUI_BASE_URL,
            )
            log.debug(f"res: {res}")

            images = []

            for image in res["data"]:
                image_filename = save_url_image(image["url"])
                images.append({"url": f"/cache/image/generations/{image_filename}"})
                file_body_path = IMAGE_CACHE_DIR.joinpath(f"{image_filename}.json")

                with open(file_body_path, "w") as f:
                    json.dump(form_data.model_dump(exclude_none=True), f)

            log.debug(f"images: {images}")
            return images
        elif (
            app.state.config.ENGINE == "automatic1111" or app.state.config.ENGINE == ""
        ):
            if form_data.model:
                set_image_model(form_data.model)

            data = {
                "prompt": form_data.prompt,
                "batch_size": form_data.n,
                "width": width,
                "height": height,
            }

            if app.state.config.IMAGE_STEPS is not None:
                data["steps"] = app.state.config.IMAGE_STEPS

            if form_data.negative_prompt is not None:
                data["negative_prompt"] = form_data.negative_prompt

            # Use asyncio.to_thread for the requests.post call
            r = await asyncio.to_thread(
                requests.post,
                url=f"{app.state.config.AUTOMATIC1111_BASE_URL}/sdapi/v1/txt2img",
                json=data,
                headers={"authorization": get_automatic1111_api_auth()},
            )

            res = r.json()
            log.debug(f"res: {res}")

            images = []

            for image in res["images"]:
                image_filename = save_b64_image(image)
                images.append({"url": f"/cache/image/generations/{image_filename}"})
                file_body_path = IMAGE_CACHE_DIR.joinpath(f"{image_filename}.json")

                with open(file_body_path, "w") as f:
                    json.dump({**data, "info": res["info"]}, f)

            return images
    except Exception as e:
        error = e
        if r != None:
            data = r.json()
            if "error" in data:
                error = data["error"]["message"]
        raise HTTPException(status_code=400, detail=ERROR_MESSAGES.DEFAULT(error))