import asyncio
import requests
import json
import os, tempfile
import logging

logger = logging.getLogger(__name__)

class StableHordeWrapper(object):
    """Base Class for stablehorde"""

    def __init__(self, api_key: str, endpoint_name: str, model_name: str):
        self.api_key = api_key
        self.endpoint_name = endpoint_name
        self.model_name = model_name

    async def generate(self, input_data: str, typing_fn, timeout=180):
        # Set the API endpoint URL
        endpoint = "https://stablehorde.net/api/v2/generate/async"
        #endpoint = "https://koboldai.net/api/v2/generate/async"

        # Set the headers for the request
        headers = {
            "Content-Type": "application/json",
            "accept": "application/json",
            "apikey": f"{self.api_key}"
        }

        logger.info(f"sending request to stablehorde.net. endpoint=\"{self.endpoint_name}\"")

        # Make the request
        try:
            r = requests.post(endpoint, json=input_data, headers=headers, timeout=timeout)
        except requests.exceptions.RequestException as e:
            raise ValueError(f"<HTTP ERROR>")
        r_json = r.json()
        logger.debug(r_json)

        if r.status_code == 202:
            #status = r_json["message"]
            job_id = r_json["id"]
            TIMEOUT = 360
            DELAY = 11
            output = None
            for i in range(TIMEOUT//DELAY):
                endpoint = f"https://stablehorde.net/api/v2/generate/status/{job_id}"
                #endpoint = f"https://koboldai.net/api/v2/generate/text/status/{job_id}"
                r = requests.get(endpoint, headers=headers)
                r_json = r.json()
                logger.info(r_json)
                #status = r_json["message"]
                if "done" not in r_json:
                    raise ValueError("<ERROR>")
                if "faulted" in r_json and r_json["faulted"] == True:
                    raise ValueError("<ERROR> Faulted")
                if r_json["done"] == True:
                    output = r_json["generations"]
                    break
                else:
                    if "processing" in r_json and r_json["processing"] == 1:
                        await typing_fn()
                    elif "wait_time" in r_json and r_json["wait_time"] < 20 and r_json["wait_time"] != 0 and r_json["queue_position"] < 100:
                        await typing_fn()
                    await asyncio.sleep(DELAY)
        else:
            raise ValueError(f"<ERROR> HTTP code {r.status_code}")

        if not output:
            raise ValueError(f"<ERROR> TIMEOUT / NO OUTOUT")
        return output


class StableHordeTextWrapper(StableHordeWrapper):

    async def generate(self, prompt, typing_fn, temperature=0.72, max_new_tokens=200, timeout=180):

        # Define your inputs
        input_data = {
            "prompt": prompt,
            "params": {
                "n": 1,
    #            "frmtadsnsp": False,
    #            "frmtrmblln": False,
    #            "frmtrmspch": False,
    #            "frmttriminc": False,
                "max_context_length": 1024,
                "max_length": 512,
                "rep_pen": 1.1,
                "rep_pen_range": 1024,
                "rep_pen_slope": 0.7,
    #            "singleline": False,
    #            "soft_prompt": "",
                "temperature": 0.75,
                "tfs": 1.0,
                "top_a": 0.0,
                "top_k": 0,
                "top_p": 0.9,
                "typical": 1.0,
    #            "sampler_order": [0],
            },
            "softprompts": [],
            "trusted_workers": False,
            "nsfw": True,
    #        "workers": [],
            "models": [f"{self.endpoint_name}"]
        }

        output = await super().generate(input_data, api_key, typing_fn, timeout)
        output = output[0]["text"].removeprefix(prompt)
        return(output)


class StableHordeImageWrapper(StableHordeWrapper):

    async def download_image(self, url, path):
        r = requests.get(url, stream=True)
        if r.status_code == 200:
            with open(path, 'wb') as f:
                for chunk in r:
                    f.write(chunk)

    async def generate(self, input_prompt: str, negative_prompt: str, typing_fn, timeout=180):

        # Define your inputs
        input_data = {
            "prompt": input_prompt,
            "params": {
    #            "negative_prompt": negative_prompt,
                "width": 512,
                "height": 512,
            },
            "nsfw": True,
            "trusted_workers": False,
    #        "workers": [],
            "models": [f"{self.endpoint_name}"]
        }

        output = await super().generate(input_data, typing_fn, timeout)

        os.makedirs("./.data/images", exist_ok=True)
        files = []
        for image in output:
            temp_name = next(tempfile._get_candidate_names())
            filename = "./.data/images/" + temp_name + ".jpg"
            await self.download_image(image["img"], filename)
            files.append(filename)

        return files