server-deploy/rec_model_update.py

"""
推荐模型进行日更新
1. 检查oss中模型文件夹是否准备好
    y: 下一步
    n: 等待5分钟后再次检查
2. 获取slb下所有机器
3. 逐台更新
    a. 从oss下载模型文件夹到服务器 /data/offline_dir
    b. 检查模型文件
        ok: 下一步
        fail: 发送报警到飞书
    c. 摘流量
    d. 重启服务
    e. 健康检查
        ok: 下一步
        fail: 发送报警到飞书
    f. 挂流量
"""
import datetime
import logging
import time
import docker
import oss2
import os
import requests

import rec_model_config
import utils
from threading import Timer

logging.basicConfig(level=logging.INFO,
                    format='%(asctime)s %(filename)s[line:%(lineno)d] %(levelname)s %(message)s',
                    datefmt='%a, %d %b %Y %H:%M:%S')
health_instances=[]

def rec_server_health_check(client, instance_id, ip_address):
    """
    服务健康检查
    :param client: 客户端连接
    :param instance_id: instanceId
    :return:
    """
    #health_instances = []
    #ip_address = utils.get_ip_address(client=client, instance_id=instance_id)
    while True:
        health_check_url = f"http://{ip_address}:8501/v1/models/deepfm"
        try:
            http_code = requests.get(health_check_url).status_code
            print(http_code)
        except:
            logging.info("images is downloading")
            http_code = 0

        if http_code == 200:
            health_instances.append((instance_id, ip_address))
            break
        else:
            time.sleep(10)


def model_oss_check(model_file, local_path):
    """判断oss是否有该文件并下载"""
    auth = oss2.Auth(access_key_id=rec_model_config.OSS_CONFIG['accessKeyId'],
                     access_key_secret=rec_model_config.OSS_CONFIG['accessKeySecret'])
    bucket = oss2.Bucket(auth, endpoint=rec_model_config.OSS_CONFIG['endpoint'],
                         bucket_name=rec_model_config.OSS_CONFIG['bucket_name'])
    exist = bucket.object_exists(model_file)
    # 返回值为true表示文件存在，false表示文件不存在。
    if exist:
        # 下载文件到本地服务器
        if not os.path.exists(local_path):
            os.makedirs(local_path)
        local_file = os.path.join(local_path, model_file)
        bucket.get_object_to_file(model_file, local_file)
        return True
    else:
        # 模型文件不存在，5分钟后重新检查
        Timer(60, model_oss_check, args=[model_file]).start()


def server_restart(slb_client, instance_id, ip_address, ins_name, dt):
    try:
        # 1. 检查模型文件
        #ip_address = 
        # 2. 摘流量
        utils.set_instance_weight_process(client=slb_client,
                                          slb_id=rec_model_config.slb_id,
                                          instance_id_list=[instance_id],
                                          weight_list=[(0, 60)])
        logging.info(f"set weight with 0 finished.")
        #3.scp start.sh 
        instance_id_list=[]
        instance_id_list.append(instance_id)
        #print(rec_model_config)
        utils.send_file_to_ecs(client=slb_client, instance_id_list=instance_id_list, **rec_model_config.start_sh)
        #utils.send_file_to_ecs(client=slb_client, instance_id_list=instance_id_list, **rec_model_config.check_sh)

        #server_check_sh = os.path.join(rec_model_config.check_sh['target_dir'], rec_model_config.check_sh['name'])
        #server_check_commend = f"sh {server_check_sh} {dt}"
        #print(server_check_commend)
        #print(instance_id)
        #command_status=utils.run_per_command(client=slb_client, instance=instance_id, command=server_check_commend)
        #print("command_status:",command_status)
        # 4. 重启容器
        docker_client = docker.DockerClient(base_url=f'tcp://{ip_address}:2375', timeout=60)
        logging.info(docker_client)
        #print(docker_client.containers.list)
        image_id = 0
        try:
            image_id = docker_client.containers.get(ins_name)
            #print(image_id)
            image_id.stop()
            image_id.remove()
        except:
            image_id = 0
        #image_id.sop()
        #print("image_id",image_id)
        server_start_sh = os.path.join(rec_model_config.start_sh['target_dir'], rec_model_config.start_sh['name'])
        server_start_commend = f"sh {server_start_sh} {dt}"
        utils.run_command(client=slb_client, instance_ids=instance_id_list, command=server_start_commend)
        logging.info(f"docker restart finished.")
        time.sleep(5)
        # 4. 探活
        rec_server_health_check(slb_client, instance_id, ip_address)
        time.sleep(30)
        logging.info(f"health check finished.")
        # 5. 挂流量
        add_weight_list = [(10, 30), (20, 20), (40, 10), (60, 10), (80, 10), (100, 10)]
        utils.set_instance_weight_process(client=slb_client,
                                          slb_id=rec_model_config.slb_id,
                                          instance_id_list=[instance_id],
                                           weight_list=add_weight_list)
        logging.info(f"server restart finished, instance: {instance_id}/{ip_address}")
    except Exception as e:
        print(e)
        logging.error(f"server restart fail, instance: {instance_id}")
        logging.error(e)


def main():
    try:
        # 1. 检查oss中模型文件夹是否准备好并下载
        now_date = datetime.datetime.today()- datetime.timedelta(days=1)
        print("model update date",now_date)
        dt = datetime.datetime.strftime(now_date, '%Y%m%d')
        model_file = f"{dt}.tar"
        local_path = '/data/rec_model'
        #print(rec_model_config.start_sh)
        check_res = model_oss_check(model_file=model_file, local_path=local_path)
        check_res = True
        if check_res is True:
            # 2. 获取slb下所有机器
            slb_client = utils.connect_client(access_key_id=rec_model_config.slb_client_params['access_key_id'],
                                              access_key_secret=rec_model_config.slb_client_params['access_key_secret'],
                                              region_id=rec_model_config.slb_client_params['region_id'])

            online_instance_ids = utils.get_instance_ids(client=slb_client, slb_id=rec_model_config.slb_id)
            online_instance_count = len(online_instance_ids)
            #online_instance_count=1
            logging.info(f"online instance count: {online_instance_count}.")
            logging.info(f"online instance ids: {online_instance_ids}")
            #online_instance_ids=['i-bp13mx85rzardscc89z3']
            # 3. 逐台更新
            #image_name = 'tensorflow/serving'
            docker_ins_name = 'deepfm'
            for i, instance_id in enumerate(online_instance_ids):
                logging.info(f"instance：{instance_id}")
                # 3.1. 获取ip
                ip_address = utils.get_ip_address(client=slb_client, instance_id=instance_id)
                logging.info(f"ip address：{instance_id}/{ip_address}")
                # 3.2. scp 模型文件到服务器
                ecs_model_path = '/data/offline_dir'
                scp_command = f"scp {local_path}/{model_file} {ip_address}:{ecs_model_path}"
                os.system(command=scp_command)
                # 3.3 服务重启
                server_restart(slb_client=slb_client, instance_id=instance_id,
                               ip_address=ip_address, ins_name=docker_ins_name, dt=dt)
                logging.info(f"重启进度: {i+1}/{online_instance_count}")
                #break
            logging.info(f"server restart finished!")
    except Exception as e:
        logging.error(e)


if __name__ == '__main__':
    main()