I'm using hive (with external tables) to process data stored on amazon S3.
My data is partitioned as follows:
DIR s3://test.com/2014-03-01/
DIR s3://test.com/2014-03-02/
DIR s3://test.com/2014-03-03/
DIR s3://test.com/2014-03-04/
DIR s3://test.com/2014-03-05/
s3://test.com/2014-03-05/ip-foo-request-2014-03-05_04-20_00-49.log
s3://test.com/2014-03-05/ip-foo-request-2014-03-05_06-26_19-56.log
s3://test.com/2014-03-05/ip-foo-request-2014-03-05_15-20_12-53.log
s3://test.com/2014-03-05/ip-foo-request-2014-03-05_22-54_27-19.log
How to create a partition table using hive?
CREATE EXTERNAL TABLE test (
foo string,
time string,
bar string
) PARTITIONED BY (? string)
ROW FORMAT DELIMITED
FIELDS TERMINATED BY '\t'
LOCATION 's3://test.com/';
Could somebody answer this question ? Thanks!
If you are going to partition using date field you need s3 folder structure as mentioned below.
s3://test.com/date=2014-03-05/ip-foo-request-2014-03-05_04-20_00-49.log
In such case you can create external table with partition column as date and run MSCK REPAIR TABLE EXTERNAL_TABLE_NAME to update hive meta store.
Please look at the response posted above by Carter Shanklin. You need to make sure your files are stored in the directory structure as partitionkey=partitionvalue i.e. Hive by default expects partitions to be in subdirectories named via the convention.
In your example it should be stored as
s3://test.com/date=20140305/ip-foo-request-2014-03-05_04-20_00-49.log.
Steps to be followed:
i) Make sure data exists in the above structure ii) Create the external table iii) Now run the msck repair table.
If you have existing directory structure that doesn't comply
<partition name>=<partition value>
, you have to add partitions manually. MSCK REPAIR TABLE won't work unless you structure your directory like so.After you specify location on table creation like:
You can add partition without specifying full path:
Although I've never checked it, I suggest you to move your partitions into a folder inside the bucket, not directly in the bucket itself. E.g. from
s3://test.com/
tos3://test.com/data/
.First start with the right table definition. In your case I'll just use what you wrote:
Hive by default expects partitions to be in subdirectories named via the convention s3://test.com/partitionkey=partitionvalue. For example
If you follow this convention you can use MSCK to add all partitions.
If you can't or don't want to use this naming convention, you will need to add all partitions as in:
I think the the data is present in the s3 location and might not updated in the metadata, (emrfs). In order this to work first do emrfs import and emrfs sync. And then apply the msck repair.
It will add all the partitions that are present in s3