问题 在AWS Athena中将多个元素存储在json文件中


我有一些存储在S3存储桶中的json文件,其中每个文件都有多个结构相同的元素。例如,

[{"eventId":"1","eventName":"INSERT","eventVersion":"1.0","eventSource":"aws:dynamodb","awsRegion":"us-west-2","image":{"Message":"New item!","Id":101}},{"eventId":"2","eventName":"MODIFY","eventVersion":"1.0","eventSource":"aws:dynamodb","awsRegion":"us-west-2","image":{"Message":"This item has changed","Id":101}},{"eventId":"3","eventName":"REMOVE","eventVersion":"1.0","eventSource":"aws:dynamodb","awsRegion":"us-west-2","image":{"Message":"This item has changed","Id":101}}]

我想在Athena中创建一个与上述数据相对应的表格。

我写的用于创建表的查询:

CREATE EXTERNAL TABLE IF NOT EXISTS sampledb.elb_logs2 (
  `eventId` string,
  `eventName` string,
  `eventVersion` string,
  `eventSource` string,
  `awsRegion` string,
  `image` map<string,string> 
)
ROW FORMAT SERDE 'org.openx.data.jsonserde.JsonSerDe'
WITH SERDEPROPERTIES (
  'serialization.format' = '1',
  'field.delim' = ' '
) LOCATION 's3://<bucketname>/';

但如果我按如下方式执行SELECT查询,

SELECT * FROM sampledb.elb_logs4;

我得到以下结果:

1   {"eventid":"1","eventversion":"1.0","image":{"id":"101","message":"New item!"},"eventsource":"aws:dynamodb","eventname":"INSERT","awsregion":"us-west-2"}   {"eventid":"2","eventversion":"1.0","image":{"id":"101","message":"This item has changed"},"eventsource":"aws:dynamodb","eventname":"MODIFY","awsregion":"us-west-2"}   {"eventid":"3","eventversion":"1.0","image":{"id":"101","message":"This item has changed"},"eventsource":"aws:dynamodb","eventname":"REMOVE","awsregion":"us-west-2"}   

json文件的整个内容在此处作为一个条目被选中。

如何将json文件的每个元素作为一个条目读取?

编辑:如何读取图像的每个子列,即地图的每个元素?

谢谢。


3466
2018-02-03 22:35


起源



答案:


问题1:在AWS Athena的json文件中存储多个元素

我需要将我的json文件重写为

{ “EVENTID”: “1”, “eventName的”: “插入”, “eventVersion”: “1.0”, “EventSource的”: “AWS:dynamodb”, “awsRegion”: “我们西-2”, “图像” :{“消息”:“新项目!”,“Id”:101}},{“eventId”:“2”,“eventName”:“修改”,“eventVersion”:“1.0”,“eventSource”:“ aws:dynamodb“,”awsRegion“:”us-west-2“,”image“:{”消息“:”此项已更改“,”Id“:101}},{”eventId“:”3“, “eventName”:“REMOVE”,“eventVersion”:“1.0”,“eventSource”:“aws:dynamodb”,“awsRegion”:“us-west-2”,“image”:{“消息”:“此项目已更改“,”Id“:101}}

这意味着

删除方括号[]将每个元素保持在一行中

{.....................}
{.....................}
{.....................}

问题2。访问非线性json属性

CREATE EXTERNAL TABLE IF NOT EXISTS <tablename> (
  `eventId` string,
  `eventName` string,
  `eventVersion` string,
  `eventSource` string,
  `awsRegion` string,
  `image` struct <`Id` : string,
                  `Message` : string>
)
ROW FORMAT SERDE 'org.openx.data.jsonserde.JsonSerDe'
WITH SERDEPROPERTIES (
  'serialization.format' = '1',
   "dots.in.keys" = "true"
) LOCATION 's3://exampletablewithstream-us-west-2/';

查询:

select image.Id, image.message from <tablename>;

参考:

http://engineering.skybettingandgaming.com/2015/01/20/parsing-json-in-hive/

https://github.com/rcongiu/Hive-JSON-Serde#mapping-hive-keywords


13
2018-02-04 01:22



我有与Q1相同的问题,因为我的数据来自sendgrid,我对数据格式没有太多选择:( - CpILL
你是否能告诉kinesis firehose在一个S3文件中的每个条目后添加一个新行? - David Nathan


答案:


问题1:在AWS Athena的json文件中存储多个元素

我需要将我的json文件重写为

{ “EVENTID”: “1”, “eventName的”: “插入”, “eventVersion”: “1.0”, “EventSource的”: “AWS:dynamodb”, “awsRegion”: “我们西-2”, “图像” :{“消息”:“新项目!”,“Id”:101}},{“eventId”:“2”,“eventName”:“修改”,“eventVersion”:“1.0”,“eventSource”:“ aws:dynamodb“,”awsRegion“:”us-west-2“,”image“:{”消息“:”此项已更改“,”Id“:101}},{”eventId“:”3“, “eventName”:“REMOVE”,“eventVersion”:“1.0”,“eventSource”:“aws:dynamodb”,“awsRegion”:“us-west-2”,“image”:{“消息”:“此项目已更改“,”Id“:101}}

这意味着

删除方括号[]将每个元素保持在一行中

{.....................}
{.....................}
{.....................}

问题2。访问非线性json属性

CREATE EXTERNAL TABLE IF NOT EXISTS <tablename> (
  `eventId` string,
  `eventName` string,
  `eventVersion` string,
  `eventSource` string,
  `awsRegion` string,
  `image` struct <`Id` : string,
                  `Message` : string>
)
ROW FORMAT SERDE 'org.openx.data.jsonserde.JsonSerDe'
WITH SERDEPROPERTIES (
  'serialization.format' = '1',
   "dots.in.keys" = "true"
) LOCATION 's3://exampletablewithstream-us-west-2/';

查询:

select image.Id, image.message from <tablename>;

参考:

http://engineering.skybettingandgaming.com/2015/01/20/parsing-json-in-hive/

https://github.com/rcongiu/Hive-JSON-Serde#mapping-hive-keywords


13
2018-02-04 01:22



我有与Q1相同的问题,因为我的数据来自sendgrid,我对数据格式没有太多选择:( - CpILL
你是否能告诉kinesis firehose在一个S3文件中的每个条目后添加一个新行? - David Nathan