accountServer.py 4.5 KB

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  1. """
  2. @author: luojunhui
  3. """
  4. import json
  5. import requests
  6. from applications.articleTools import ArticleDBTools
  7. class AccountServer(object):
  8. """
  9. 获取标题和公众号文章的相关性
  10. """
  11. def __init__(self, mysql_client, params):
  12. self.account_name_list = None
  13. self.sim_type = None
  14. self.interest_type = None
  15. self.min_time = None
  16. self.max_time = None
  17. self.rate = None
  18. self.title_list = None
  19. self.params = params
  20. self.AT = ArticleDBTools(mysql_client)
  21. def request_for_nlp(self, title_list, account_interest, account_weight):
  22. """
  23. nlp process
  24. """
  25. headers = {"Content-Type": "application/json"}
  26. url = "http://localhost:6060/nlp"
  27. body = {
  28. "data": {
  29. "text_list_a": [i.replace("'", "") for i in title_list],
  30. "text_list_b": [i.replace("'", "") for i in account_interest],
  31. "score_list_b": account_weight,
  32. "symbol": 1,
  33. },
  34. "function": "similarities_cross_avg"
  35. }
  36. print(json.dumps(body, ensure_ascii=False, indent=4))
  37. response = requests.post(url=url, headers=headers, json=body)
  38. print(response.json())
  39. return response.json()
  40. def checkParams(self):
  41. """
  42. 校验传参
  43. :return:
  44. """
  45. try:
  46. self.title_list = self.params["text_list"]
  47. self.account_name_list = self.params.get("account_nickname_list", [])
  48. self.rate = self.params.get("rate", 0.1)
  49. self.max_time = self.params.get("max_time")
  50. self.min_time = self.params.get("min_time")
  51. self.interest_type = self.params.get("interest_type", "top")
  52. self.sim_type = self.params.get("sim_type", "mean")
  53. return None
  54. except Exception as e:
  55. response = {"error": "Params error", "detail": str(e)}
  56. return response
  57. async def getAccountInterest(
  58. self,
  59. account_name,
  60. method,
  61. rate=None,
  62. msg_type=None,
  63. index_list=None,
  64. min_time=None,
  65. max_time=None,
  66. ):
  67. """
  68. 获取账号的兴趣类型
  69. :param account_name:
  70. :param max_time:
  71. :param min_time:
  72. :param index_list:
  73. :param msg_type:
  74. :param keys_dict:
  75. :param rate:
  76. :param gh_id:
  77. :param method:
  78. :return:
  79. """
  80. good_df, bad_df = await self.AT.get_good_bad_articles(
  81. account_name=account_name,
  82. method=method,
  83. msg_type=msg_type,
  84. index_list=index_list,
  85. min_time=min_time,
  86. max_time=max_time,
  87. rate=rate,
  88. )
  89. view_count_list = good_df["show_view_count"].values.tolist()
  90. title_list = good_df["title"].values.tolist()
  91. print(view_count_list)
  92. print(title_list)
  93. return title_list, view_count_list
  94. async def getEachAccountScoreList(self, account_name):
  95. """
  96. 获取和单个账号的相关性分数
  97. :return:
  98. """
  99. # try:
  100. account_interest, account_weight = await self.getAccountInterest(
  101. account_name=account_name,
  102. method=self.interest_type,
  103. rate=self.rate
  104. )
  105. response = self.request_for_nlp(
  106. title_list=self.title_list,
  107. account_interest=account_interest,
  108. account_weight=account_weight,
  109. )
  110. res = response
  111. sim_key = "score_list_mean" if self.sim_type == "mean" else "score_list_avg"
  112. return {
  113. "score_list": res[sim_key],
  114. "text_list_max": res["text_list_max"],
  115. }
  116. # except Exception as e:
  117. # print(e)
  118. # return {
  119. # "score_list": [0] * len(self.title_list),
  120. # "text_list_max": self.title_list,
  121. # }
  122. async def getAccountListScoreList(self):
  123. """
  124. 获取AccountList中每一个账号的相关性分数
  125. :return:
  126. """
  127. response = {}
  128. for accountName in self.account_name_list:
  129. if response.get(accountName):
  130. continue
  131. else:
  132. response[accountName] = await self.getEachAccountScoreList(account_name=accountName)
  133. return response
  134. async def deal(self):
  135. """
  136. Deal Function
  137. :return:
  138. """
  139. return (
  140. self.checkParams() if self.checkParams() else await self.getAccountListScoreList()
  141. )