• 【Kylin实战】邮件报表生成


    在cube build完成后,我的工作是写sql生成数据分析邮件报表。但是,问题是这种重复劳动效率低、易出错、浪费时间。还好Kylin提供RESTful API,可以将这种数据分析需求转换成HTTP请求。

    1. RESTful API

    Kylin的认证是basic authentication,加密算法是Base64,加密的明文为username:password;在POST的header进行用户认证:

    curl -c cookiefile.txt -X POST -H "Authorization: Basic QURNSU46S1lMSU4=" -H 'Content-Type: application/json' http://<host>:7070/kylin/api/user/authentication
    

    在认证完成之后,可以复用cookie文件(不再需要重新认证),向Kylin发送GET或POST请求,比如,查询cube的信息:

    curl -b cookiefile.txt -H 'Content-Type: application/json' http://<host>:7070/kylin/api/cubes/kylin_sales_cube
    

    若要向Kylin发送sql query,则POST请求中的data应遵从如下JSON规范:

    {  
       "sql":"select * from TEST_KYLIN_FACT",
       "offset":0,
       "limit":50000,
       "acceptPartial":false,
       "project":"DEFAULT"
    }
    

    其中,offset为sql中相对记录首行的偏移量,limit为限制记录条数;二者在后台处理时都会拼接到sql中去。发送sql query的curl命令:

    curl -b cookiefile.txt -X POST -H 'Content-Type: application/json' -d '{"sql":"select part_dt, sum(price) as total_selled, count(distinct seller_id) as sellers from kylin_sales group by part_dt", "offset":0, "limit":50000, "acceptPartial":false, "project":"learn_kylin"}' http://<host>:7070/kylin/api/query
    
    curl -b cookiefile.txt -X POST -H 'Content-Type: application/json' -d @sql.json http://<host>:7070/kylin/api/query
    

    2. Python实践

    Python的神模块requests已封装好了HTTP请求与返回,好用到爆!Session对象解决了认证、cookie持久化(persistent)的问题:

    s = requests.session()
    headers = {'Authorization': 'Basic QURNSU46S1lMSU4='}
    s.post(url, headers=headers)
    

    Session对象能复用TCP连接,不用生成cookie文件,而进行下一步HTTP请求:

    # query cube info
    url2 = 'http://<host>:7070/kylin/api/cubes/kylin_sales_cube'
    r = s.get(url2)
    r.json()
    
    # sql query
    url3 = 'http://<host>:7070/kylin/api/query'
    sql_str = 'select part_dt, sum(price) as total_selled, count(distinct seller_id) as sellers from kylin_sales group by part_dt'
    json_str = '{"sql":"' + sql_str + '", "offset": 0, "limit": 50000, acceptPartial": false, "project": "learn_kylin"}'
    r = s.post(url3, data=json_str)
    results = r.json()['results']
    

    Kylin的sql query的查询结果在results,其类型为list[list]。因此,封装Kylin的认证与sql查询接口如下:

    import requests
    
    
    def authenticate():
        """
        authenticate user
        :return: session
        """
        url = 'http://<host>:7070/kylin/api/user/authentication'
        headers = {'Authorization': 'Basic QURNSU46S1lMSU4='}
        s = requests.session()
        s.headers.update({'Content-Type': 'application/json'})
        s.post(url, headers=headers)
        return s
    
    
    def query(sql_str, session):
        """
        sql query
        :param sql_str: string of sql 
        :param session: session object
        :return: results(type is list)
        """
        url = 'http://<host>:7070/kylin/api/query'
        json_str = '{"sql":"' + sql_str + '", "offset": 0, "limit": 50000, ' 
                                          '"acceptPartial": false, "project": "xxx"}'
        r = session.post(url, data=json_str)
        results = r.json()['results']
        return results
    

    后面邮件报表的生成,得具体联系业务需求。这里,分享一下添加邮件附件的方法:

    msg = MIMEMultipart()
    att1 = MIMEText(open('./resources/xxx.csv', 'rb').read(), 'base64', 'gb2312')
    att1["Content-Type"] = 'application/octet-stream'
    att1["Content-Disposition"] = 'attachment; filename="xxx.csv"'
    msg.attach(att1)
    
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  • 原文地址:https://www.cnblogs.com/en-heng/p/5420269.html
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