from typing import Union, List

import requests
import uvicorn
from fastapi import BackgroundTasks, FastAPI
import img_label
from img_nsfw import init_nsfw_pipe, check_nsfw
import model

app = FastAPI()


def write_scan_img_result(image_id: int, scans: List[int], img: str, callback: str):
    score_general_threshold = 0.35
    score_character_threshold = 0.85

    nsfw_tags = []
    img_tags = []
    if 0 in scans:
        nsfw_tags = check_nsfw(img, pipe)
    if 1 in scans:
        img_tags = img_label.label_img(
            image=img,
            model="SwinV2",
            l_score_general_threshold=score_general_threshold,
            l_score_character_threshold=score_character_threshold,
        )['general_res']
    print(nsfw_tags)
    print(img_tags)
    img_tags = list(map(lambda x: model.ImageTag(tag=x['tag'], confidence=x['confidence']), img_tags))

    callBackReq = model.ImageScanCallbackRequest(id=image_id, isValid=True, tags=img_tags)
    try:

        requests.post(callback, json=callBackReq.dict())
    except Exception as ex:
        print(ex)

    nsfw_tags = list(map(lambda x: model.ImageScanTag(type="Moderation",
                                                      confidence=x['confidence']), nsfw_tags))

    ret = model.ImageScanResponse(ok=True, error="", deleted=False, blockedFor=[], tags=nsfw_tags)
    return ret


def write_scan_model_result(model_name: str, callback: str):
    pass


# @app.post("/model-scan")
# async def send_notification(email: str, background_tasks: BackgroundTasks):
#     background_tasks.add_task(write_scan_model_result, email, callback="")
#     return {"message": "Notification sent in the background"}


@app.post("/image-scan")
async def image_scan_handler(req: model.ImageScanRequest, background_tasks: BackgroundTasks):
    if not req.wait:
        background_tasks.add_task(write_scan_img_result,
                                  image_id=req.imageId,
                                  scans=req.scans,
                                  img=req.url, callback=req.callbackUrl)
        return model.ImageScanResponse(ok=True, error="", deleted=False, blockedFor=[], tags=[])
    else:
        ret = write_scan_img_result(image_id=req.imageId,
                                    scans=req.scans,
                                    img=req.url, callback=req.callbackUrl)
        return ret


if __name__ == "__main__":
    global pipe
    pipe = init_nsfw_pipe()
    uvicorn.run(app, host="0.0.0.0", port=7860)