import logging
import os
import urllib.parse
from typing import Callable, Union, List
import json
import dspy
import pandas as pd
import requests
from langchain_huggingface import HuggingFaceEmbeddings
from langchain_core.documents import Document
from langchain_qdrant import Qdrant
from qdrant_client import QdrantClient, models
from tqdm import tqdm

from utils import WebPageHelper


def clean_text(res):
    # 正则表达式：匹配形如 [**](**) 的模式
    pattern = r'\[.*?\]\(.*?\)'
    # 使用 re.sub() 将匹配的内容替换为空字符
    result = re.sub(pattern, '', res)
    url_pattern = pattern = r'http[s]?://(?:[a-zA-Z]|[0-9]|[$-_@.&+]|[!*\\(\\),]|(?:%[0-9a-fA-F][0-9a-fA-F]))+'
    result = re.sub(url_pattern, '', result)
    result = re.sub(r"\n\n+", "\n", result)
    return result

def get_jina(url, max_retries=3):
    url = "https://r.jina.ai/" + url
    response = ""
    for _ in range(max_retries):
        try:
            response = requests.get(url, headers=headers)
            if response.ok:
                # response = response.text
                response = response.json()['data']['content']
                response = clean_text(response)
                break
        except:
            print("retrying!")
            continue
    return {"url": url, "text": str(response)}




class BingSearchAli(dspy.Retrieve):
    def __init__(self, bing_search_api_key=None, k=3, is_valid_source: Callable = None,
                 min_char_count: int = 150, snippet_chunk_size: int = 1000, webpage_helper_max_threads=10,
                 mkt='en-US', language='en', **kwargs):
        """
        Params:
            min_char_count: Minimum character count for the article to be considered valid.
            snippet_chunk_size: Maximum character count for each snippet.
            webpage_helper_max_threads: Maximum number of threads to use for webpage helper.
            mkt, language, **kwargs: Bing search API parameters.
            - Reference: https://learn.microsoft.com/en-us/bing/search-apis/bing-web-search/reference/query-parameters
        """
        super().__init__(k=k)
        if not bing_search_api_key and not os.environ.get("BING_SEARCH_ALI_API_KEY"):
            raise RuntimeError(
                "You must supply bing_search_api_key or set environment variable BING_SEARCH_ALI_API_KEY")
        elif bing_search_api_key:
            self.bing_api_key = bing_search_api_key
        else:
            self.bing_api_key = os.environ["BING_SEARCH_ALI_API_KEY"]
        self.endpoint = "https://idealab.alibaba-inc.com/api/v1/search/search"
        # self.endpoint = "http://47.88.77.118:8080/api/search_web"

        
        self.count = k
        self.params = {
            'mkt': mkt,
            "setLang": language,
            "count": k,
            **kwargs
        }
        self.webpage_helper = WebPageHelper(
            min_char_count=min_char_count,
            snippet_chunk_size=snippet_chunk_size,
            max_thread_num=webpage_helper_max_threads
        )
        self.usage = 0

        # If not None, is_valid_source shall be a function that takes a URL and returns a boolean.
        if is_valid_source:
            self.is_valid_source = is_valid_source
        else:
            self.is_valid_source = lambda x: True

    def get_usage_and_reset(self):
        usage = self.usage
        self.usage = 0

        return {'BingSearch': usage}

    def forward(self, query_or_queries: Union[str, List[str]], exclude_urls: List[str] = []):
        """Search with Bing for self.k top passages for query or queries

        Args:
            query_or_queries (Union[str, List[str]]): The query or queries to search for.
            exclude_urls (List[str]): A list of urls to exclude from the search results.

        Returns:
            a list of Dicts, each dict has keys of 'description', 'snippets' (list of strings), 'title', 'url'
        """
        queries = (
            [query_or_queries]
            if isinstance(query_or_queries, str)
            else query_or_queries
        )
        self.usage += len(queries)

        url_to_results = {}

        payload_template = {
            "query": "pleaceholder",
            "num": self.count,
            "platformInput": {
                "model": "bing-search",
                "instanceVersion": "S1"
            }
        }
        header = {"X-AK": self.bing_api_key, "Content-Type": "application/json"}

        for query in queries:
            try:
                payload_template["query"] = query
                response = requests.post(
                    self.endpoint,
                    headers=header,
                    json=payload_template,
                ).json()
                print(response)
                search_results = response['data']['originalOutput']['webPages']['value']

                for result in search_results:
                    if self.is_valid_source(result['url']) and result['url'] not in exclude_urls:
                        url = result['url']
                        encoded_url = urllib.parse.quote(url, safe='')
                        file_path = os.path.join('/mnt/nas-alinlp/xizekun/project/storm/wikipages', f"{encoded_url}.json")
                        try:
                            with open(file_path, 'r') as data_file:
                                data = json.load(data_file)
                                result['snippet'] = data.get('snippet', result.get('snippet', ''))
                                print('Local wiki page found and used.')
                        except FileNotFoundError:
                            print('Local wiki page not found, using API result.')
                        
                        url_to_results[result['url']] = {
                            'url': result['url'],
                            'title': result['name'],
                            'description': result.get('snippet', '')
                        }
            except Exception as e:
                logging.error(f'Error occurs when searching query {query}: {e}')

        valid_url_to_snippets = self.webpage_helper.urls_to_snippets(list(url_to_results.keys()))
        collected_results = []
        for url in valid_url_to_snippets:
            r = url_to_results[url]
            r['snippets'] = valid_url_to_snippets[url]['snippets']
            collected_results.append(r)

        return collected_results