Create and query a basic table based on Amazon EMR log files
The following example creates a basic table, myemrlogs, based on log
files saved to
s3://aws-logs-.
The Amazon S3 location used in the examples below reflects the pattern of the default log
location for an EMR cluster created by Amazon Web Services account
123456789012-us-west-2/elasticmapreduce/j-2ABCDE34F5GH6/elasticmapreduce/123456789012 in Region
us-west-2. If you use a custom location, the pattern is
s3://amzn-s3-demo-bucket/ClusterID.
For information about creating a partitioned table to potentially improve query performance and reduce data transfer, see Create and query a partitioned table based on Amazon EMR logs.
CREATE EXTERNAL TABLE `myemrlogs`( `data` string COMMENT 'from deserializer') ROW FORMAT DELIMITED FIELDS TERMINATED BY '|' LINES TERMINATED BY '\n' STORED AS INPUTFORMAT 'org.apache.hadoop.mapred.TextInputFormat' OUTPUTFORMAT 'org.apache.hadoop.hive.ql.io.HiveIgnoreKeyTextOutputFormat' LOCATION 's3://aws-logs-123456789012-us-west-2/elasticmapreduce/j-2ABCDE34F5GH6'
Example queries
The following example queries can be run on the myemrlogs table created
by the previous example.
Example– Query step logs for occurrences of ERROR, WARN, INFO, EXCEPTION, FATAL, or DEBUG
SELECT data, "$PATH" FROM "default"."myemrlogs" WHERE regexp_like("$PATH",'s-86URH188Z6B1') AND regexp_like(data, 'ERROR|WARN|INFO|EXCEPTION|FATAL|DEBUG') limit 100;
Example– Query a specific instance log, i-00b3c0a839ece0a9c, for ERROR, WARN, INFO, EXCEPTION, FATAL, or DEBUG
SELECT "data", "$PATH" AS filepath FROM "default"."myemrlogs" WHERE regexp_like("$PATH",'i-00b3c0a839ece0a9c') AND regexp_like("$PATH",'state') AND regexp_like(data, 'ERROR|WARN|INFO|EXCEPTION|FATAL|DEBUG') limit 100;
Example– Query presto application logs for ERROR, WARN, INFO, EXCEPTION, FATAL, or DEBUG
SELECT "data", "$PATH" AS filepath FROM "default"."myemrlogs" WHERE regexp_like("$PATH",'presto') AND regexp_like(data, 'ERROR|WARN|INFO|EXCEPTION|FATAL|DEBUG') limit 100;
Example– Query Namenode application logs for ERROR, WARN, INFO, EXCEPTION, FATAL, or DEBUG
SELECT "data", "$PATH" AS filepath FROM "default"."myemrlogs" WHERE regexp_like("$PATH",'namenode') AND regexp_like(data, 'ERROR|WARN|INFO|EXCEPTION|FATAL|DEBUG') limit 100;
Example– Query all logs by date and hour for ERROR, WARN, INFO, EXCEPTION, FATAL, or DEBUG
SELECT distinct("$PATH") AS filepath FROM "default"."myemrlogs" WHERE regexp_like("$PATH",'2019-07-23-10') AND regexp_like(data, 'ERROR|WARN|INFO|EXCEPTION|FATAL|DEBUG') limit 100;