在AWS Athena中将多个元素存储在json文件中

时间:2021-03-11 00:57:11

I have some json files stored in a S3 bucket , where each file has multiple elements of same structure. For example,

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}}]

I want to create a table in Athena corresponding to above data.

我想在Athena中创建一个与上述数据相对应的表格。

The query I wrote for creating the table:

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>/';

But if I do a SELECT query as follows,

但如果我按如下方式执行SELECT查询,

SELECT * FROM sampledb.elb_logs4;

I get the following result:

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"}   

The entire content of the json file is picked as one entry here.

json文件的整个内容在此处作为一个条目被选中。

How can I read each element of json file as one entry?

如何将json文件的每个元素作为一个条目读取?

Edit: How can I read each subcolumn of image, i.e., each element of the map?

编辑:如何读取图像的每个子列,即地图的每个元素?

Thanks.

谢谢。

1 个解决方案

#1


12  

Question1: Store multiple elements in json files for AWS Athena

问题1:在AWS Athena的json文件中存储多个元素

I need to rewrite my json file as

我需要将我的json文件重写为

{"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}}

{ “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}}

That means

这意味着

Remove the square brackets [ ] Keep each element in one line

删除方括号[]将每个元素保持在一行中

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

Question2. Access nonlinear json attributes

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/';

Query:

查询:

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

Ref:

参考:

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

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

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

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

#1


12  

Question1: Store multiple elements in json files for AWS Athena

问题1:在AWS Athena的json文件中存储多个元素

I need to rewrite my json file as

我需要将我的json文件重写为

{"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}}

{ “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}}

That means

这意味着

Remove the square brackets [ ] Keep each element in one line

删除方括号[]将每个元素保持在一行中

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

Question2. Access nonlinear json attributes

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/';

Query:

查询:

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

Ref:

参考:

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

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

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

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