rec_model_update.py 5.9 KB

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  1. """
  2. 推荐模型进行日更新
  3. 1. 检查oss中模型文件夹是否准备好
  4. y: 下一步
  5. n: 等待5分钟后再次检查
  6. 2. 获取slb下所有机器
  7. 3. 逐台更新
  8. a. 从oss下载模型文件夹到服务器 /data/offline_dir
  9. b. 检查模型文件
  10. ok: 下一步
  11. fail: 发送报警到飞书
  12. c. 摘流量
  13. d. 重启服务
  14. e. 健康检查
  15. ok: 下一步
  16. fail: 发送报警到飞书
  17. f. 挂流量
  18. """
  19. import datetime
  20. import logging
  21. import time
  22. import docker
  23. import oss2
  24. import os
  25. import requests
  26. import rec_model_config
  27. import utils
  28. from threading import Timer
  29. logging.basicConfig(level=logging.INFO,
  30. format='%(asctime)s %(filename)s[line:%(lineno)d] %(levelname)s %(message)s',
  31. datefmt='%a, %d %b %Y %H:%M:%S')
  32. def rec_server_health_check(client, instance_id):
  33. """
  34. 服务健康检查
  35. :param client: 客户端连接
  36. :param instance_id: instanceId
  37. :return:
  38. """
  39. global health_instances
  40. ip_address = utils.get_ip_address(client=client, instance_id=instance_id)
  41. while True:
  42. health_check_url = f"http://{ip_address}:5001/healthcheck"
  43. try:
  44. http_code = requests.get(health_check_url).status_code
  45. except:
  46. logging.info("images is downloading")
  47. http_code = 0
  48. if http_code == 200:
  49. health_instances.append((instance_id, ip_address))
  50. break
  51. else:
  52. time.sleep(10)
  53. def model_oss_check(model_file, local_path):
  54. """判断oss是否有该文件并下载"""
  55. auth = oss2.Auth(access_key_id=rec_model_config.OSS_CONFIG['accessKeyId'],
  56. access_key_secret=rec_model_config.OSS_CONFIG['accessKeySecret'])
  57. bucket = oss2.Bucket(auth, endpoint=rec_model_config.OSS_CONFIG['endpoint'],
  58. bucket_name=rec_model_config.OSS_CONFIG['bucket_name'])
  59. exist = bucket.object_exists(model_file)
  60. # 返回值为true表示文件存在,false表示文件不存在。
  61. if exist:
  62. # 下载文件到本地服务器
  63. if not os.path.exists(local_path):
  64. os.makedirs(local_path)
  65. local_file = os.path.join(local_path, model_file)
  66. bucket.get_object_to_file(model_file, local_file)
  67. return True
  68. else:
  69. # 模型文件不存在,5分钟后重新检查
  70. Timer(60, model_oss_check, args=[model_file]).start()
  71. def server_restart(slb_client, instance_id, ip_address, image_name):
  72. try:
  73. # 1. 检查模型文件
  74. # 2. 摘流量
  75. utils.set_instance_weight_process(client=slb_client,
  76. slb_id=rec_model_config.slb_id,
  77. instance_id_list=[instance_id],
  78. weight_list=[(0, 60)])
  79. logging.info(f"set weight with 0 finished.")
  80. # 3. 重启容器
  81. docker_client = docker.DockerClient(base_url=f'tcp://{ip_address}:2375', timeout=60)
  82. image_id = docker_client.containers.get(image_name)
  83. image_id.restart()
  84. logging.info(f"docker restart finished.")
  85. time.sleep(5)
  86. # 4. 探活
  87. rec_server_health_check(slb_client, instance_id)
  88. time.sleep(30)
  89. logging.info(f"health check finished.")
  90. # 5. 挂流量
  91. add_weight_list = [(10, 30), (20, 20), (40, 10), (60, 10), (80, 10), (100, 10)]
  92. utils.set_instance_weight_process(client=slb_client,
  93. slb_id=rec_model_config.slb_id,
  94. instance_id_list=[instance_id],
  95. weight_list=add_weight_list)
  96. logging.info(f"server restart finished, instance: {instance_id}/{ip_address}")
  97. except Exception as e:
  98. logging.error(f"server restart fail, instance: {instance_id}")
  99. logging.error(e)
  100. def main():
  101. try:
  102. # 1. 检查oss中模型文件夹是否准备好并下载
  103. now_date = datetime.datetime.today()
  104. dt = datetime.datetime.strftime(now_date, '%Y%m%d')
  105. model_file = f"{dt}.tar"
  106. local_path = '/data/rec_model'
  107. check_res = model_oss_check(model_file=model_file, local_path=local_path)
  108. if check_res is True:
  109. # 2. 获取slb下所有机器
  110. slb_client = utils.connect_client(access_key_id=rec_model_config.slb_client_params['access_key_id'],
  111. access_key_secret=rec_model_config.slb_client_params['access_key_secret'],
  112. region_id=rec_model_config.slb_client_params['region_id'])
  113. online_instance_ids = utils.get_instance_ids(client=slb_client, slb_id=rec_model_config.slb_id)
  114. online_instance_count = len(online_instance_ids)
  115. logging.info(f"online instance count: {online_instance_count}.")
  116. logging.info(f"online instance ids: {online_instance_ids}")
  117. # 3. 逐台更新
  118. image_name = ''
  119. for i, instance_id in enumerate(online_instance_ids):
  120. logging.info(f"instance:{instance_id}")
  121. # 3.1. 获取ip
  122. ip_address = utils.get_ip_address(client=slb_client, instance_id=instance_id)
  123. logging.info(f"ip address:{instance_id}/{ip_address}")
  124. # 3.2. scp 模型文件到服务器
  125. ecs_model_path = '/data/offline_dir'
  126. scp_command = f"scp {local_path}/{model_file} {ip_address}:{ecs_model_path}"
  127. os.system(command=scp_command)
  128. # 3.3 服务重启
  129. server_restart(slb_client=slb_client, instance_id=instance_id,
  130. ip_address=ip_address, image_name=image_name)
  131. logging.info(f"重启进度: {i+1}/{online_instance_count}")
  132. logging.info(f"server restart finished!")
  133. except Exception as e:
  134. logging.error(e)
  135. if __name__ == '__main__':
  136. main()