如何将字符串转换为配置单元中的结构数组并爆炸?
Posted
技术标签:
【中文标题】如何将字符串转换为配置单元中的结构数组并爆炸?【英文标题】:How to Convert string to array of struct in hive and explode? 【发布时间】:2018-03-01 05:53:26 【问题描述】:我在 hive 中有以下格式的数据。表test(seq string, result string);
|seq | result |
----------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------
|0001 | ["offerId":"Default_XYZ","businessName":"Apple","businessGroup":"Default","businessIssue":"Default","interactionId":"-4930126168287369915","campaignID":"P-1","rank":"1","offerId":"Default_NAV","businessName":"Orange","businessGroup":"Default","businessIssue":"Default","interactionId":"-7830126168223452134","campaignID":"P-1","rank":"2"] |
输出应该是这样的
|seq | offerId | businessName | businsesGroup| businessIssue | interactionId | campaignId | rank |
----------------------------------------------------------------------------------------------------------------
|0001 | Default_XYZ | Apple | Default | Default | -4930126168287369915 | P-1 | 1 |
|0001 | Default_NAV | Orange | Default | Default | -7830126168223452134 | P-1 | 2 |
我尝试将字符串转换为结构数组,但它不适用于直接 CAST。
有什么帮助吗?
[编辑 - 尝试以下查询]
select sequenceNumber, offerId, businessName, rank from (
select sequenceNumber,
collect_list(oid['offerId']) as offerid_list
, collect_list(oid['businessName']) as businessName_list
,collect_list(oid['rank']) as rank_list
from (
select sequenceNumber,
str_to_map(translate(offer_Id,'','')) as oid
from test
lateral view explode (split(translate(result, '[]"',''),"\\,")) oid as offer_id
) x
group by sequenceNumber
) y lateral view explode(offerid_list) olist as offerId
lateral view explode(businessName_list) olist as businessName
lateral view explode(rank_list) rlist as rank
【问题讨论】:
到目前为止您尝试过的任何查询? 是的。尝试了一些,但没有得到所需的结果。用那个查询编辑了我的问题。 我只是想确保我理解,但看起来你有 2 个字符串列,其中一个是 json。如果您能够将您的 seq 添加为 json 的 prat,您应该能够使用 json serde。 【参考方案1】:为我的问题找到了一个解决方案:
select
seq,
split(split(results,",")[0],':')[1] as offerId,
split(split(results,",")[1],':')[1] as businessName,
split(split(results,",")[2],':')[1] as businessGroup,
split(split(results,",")[3],':')[1] as businessIssue,
split(split(results,",")[4],':')[1] as interactionId,
split(split(results,",")[5],':')[1] as campignId
regexp_replace(split(split(results,",")[6],":")[1], "[\\]|]", "") as rank
from
(
select seq,
split(translate(result), '"\\[|]|\""',''), ",") as r
from test
) t1
LATERAL VIEW explode(r) rr AS results
【讨论】:
【参考方案2】:你可以试试get_json_object
函数。
select seq, get_json_object(result,'$\[0].offerId') as offerId,
get_json_object(result,'$\[0].businessName') as businessName,
get_json_object(result,'$\[0].businsesGroup') as businsesGroup,
get_json_object(result,'$\[0].businessIssue') as businessIssue,
get_json_object(result,'$\[0].interactionId') as interactionId,
get_json_object(result,'$\[0].campaignId') as campaignId,
get_json_object(result,'$\[0].rank') as rank
from t
UNION ALL
select seq, get_json_object(result,'$\[1].offerId') as offerId,
get_json_object(result,'$\[1].businessName') as businessName,
get_json_object(result,'$\[1].businsesGroup') as businsesGroup,
get_json_object(result,'$\[1].businessIssue') as businessIssue,
get_json_object(result,'$\[1].interactionId') as interactionId,
get_json_object(result,'$\[1].campaignId') as campaignId,
get_json_object(result,'$\[1].rank') as rank
from t
【讨论】:
谢谢考希克。如果结果数组包含超过 2 个元素怎么办?我们无法动态更改配置单元查询。 @Naveen :我不确定是否可以这样做。但是,正如 hlagos 建议的那样,您可以为此目的使用 JSON serde。由于多个函数调用,即使您的解决方案对于大型数据集也不会表现得那么好。因此,您可能需要一种不同的方法。祝你一切顺利。以上是关于如何将字符串转换为配置单元中的结构数组并爆炸?的主要内容,如果未能解决你的问题,请参考以下文章
如何将 json 字符串数据类型列转换为配置单元中的映射数据类型列?