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Sessionization in Hive 0.12 (to AVRO table)
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ADD JAR /opt/cloudera/parcels/CDH/lib/hive/lib/hive-contrib.jar; | |
ADD JAR /opt/cloudera/parcels/CDH/lib/hive/lib/avro-mapred.jar; | |
DROP TABLE raw_log; | |
CREATE EXTERNAL TABLE raw_log( | |
IP STRING, | |
timestamp STRING, | |
URL STRING, | |
referrer STRING, | |
user_agent STRING) | |
ROW FORMAT SERDE 'org.apache.hadoop.hive.contrib.serde2.RegexSerDe' | |
WITH SERDEPROPERTIES ( | |
"input.regex" = "(\\d+.\\d+.\\d+.\\d+).*\\[(.*)\\].*GET (\\S*).*\\d+ \\d+ (\\S+) \"(.*)\"" | |
) | |
location '/etl/bikeshop/clickstream/raw/year=2014/month=5/day=6' | |
; | |
--select * from raw_log limit 5; | |
CREATE TABLE if not exists apache_log | |
PARTITIONED BY (year int, month int) | |
ROW FORMAT SERDE | |
'org.apache.hadoop.hive.serde2.avro.AvroSerDe' | |
STORED as INPUTFORMAT | |
'org.apache.hadoop.hive.ql.io.avro.AvroContainerInputFormat' | |
OUTPUTFORMAT | |
'org.apache.hadoop.hive.ql.io.avro.AvroContainerOutputFormat' | |
TBLPROPERTIES ('avro.schema.literal' = ' { | |
"type" : "record", | |
"name" : "ApacheLog", | |
"fields" : [ | |
{"name" : "IP", "type" : "string"}, | |
{"name" : "timestamp", "type" : "string"}, | |
{"name" : "URL", "type" : "string"}, | |
{"name" : "referrer", "type" : "string"}, | |
{"name" : "user_agent", "type" : "string"}, | |
{"name" : "ts", "type" : "long" }, | |
{"name" : "session_id", "type" : "int"} | |
] | |
}'); | |
set hive.exec.dynamic.partition.mode=nonstrict; | |
set hive.exec.dynamic.partition=true; | |
insert into table apache_log | |
partition(year,month) | |
select IP,timestamp,URL,referrer,user_agent,ts, | |
coalesce(sum(case when new='Y' then 1 end) over (PARTITION BY IP ORDER BY ts),0) session_id | |
, year(from_unixtime(ts)) year, month(from_unixtime(ts)) month | |
from | |
(select IP,timestamp,URL,referrer,user_agent,ts,case when ts-lag(ts,1) OVER (PARTITION BY IP ORDER BY ts) > 30*60 then 'Y' else 'N' end new | |
from ( | |
select IP,timestamp,URL,referrer,user_agent,unix_timestamp(timestamp,'dd/MMM/yyyy:HH:mm:ss') as ts | |
from raw_log | |
) t) s; | |
select * from apache_log limit 5; | |
select count(*) from apache_log; |
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