With this connector, you can
- Load a single TsFile, from either the local file system or hdfs, into hive
- Load all files in a specific directory, from either the local file system or hdfs, into hive
- Query the tsfile through HQL.
- As of now, the write operation is not supported in hive-connector. So, insert operation in HQL is not allowed while operating tsfile through hive.
System Requirements
TsFile data type | Hive field type |
---|---|
BOOLEAN | Boolean |
INT32 | INT |
INT64 | BIGINT |
FLOAT | Float |
DOUBLE | Double |
TEXT | STRING |
Add Dependency For Hive
To use hive-connector in hive, we should add the hive-connector jar into hive.
After downloading the code of iotdb from , you can use the command of mvn clean package -pl hive-connector -am -Dmaven.test.skip=true -P get-jar-with-dependencies
to get a hive-connector-X.X.X-jar-with-dependencies.jar
.
To create a Tsfile-backed table, specify the serde
as org.apache.iotdb.hive.TsFileSerDe
, specify the inputformat
as org.apache.iotdb.hive.TSFHiveInputFormat
, and the outputformat
as org.apache.iotdb.hive.TSFHiveOutputFormat
.
Also provide a schema which only contains two fields: time_stamp
and sensor_id
for the table. time_stamp
is the time value of the time series and sensor_id
is the sensor name to extract from the tsfile to hive such as . The name of the table can be any valid table names in hive.
Also a location provided for hive-connector to pull the most current data for the table.
The location should be a specific directory on your local file system or HDFS to set up Hadoop. If it is in your local file system, the location should look like file:///data/data/sequence/root.baic2.WWS.leftfrontdoor/
For example:
CREATE EXTERNAL TABLE IF NOT EXISTS only_sensor_1(
time_stamp TIMESTAMP,
ROW FORMAT SERDE 'org.apache.iotdb.hive.TsFileSerDe'
STORED AS
INPUTFORMAT 'org.apache.iotdb.hive.TSFHiveInputFormat'
OUTPUTFORMAT 'org.apache.iotdb.hive.TSFHiveOutputFormat'
LOCATION '/data/data/sequence/root.baic2.WWS.leftfrontdoor/'
TBLPROPERTIES ('device_id'='root.baic2.WWS.leftfrontdoor.plc1');
In this example, the data of root.baic2.WWS.leftfrontdoor.plc1.sensor_1
is pulled from the directory of /data/data/sequence/root.baic2.WWS.leftfrontdoor/
. This table results in a description as below:
At this point, the Tsfile-backed table can be worked with in Hive like any other table.
Query from TsFile-backed Hive tables
Before we do any queries, we should set the hive.input.format
in hive by executing the following command.
hive> set hive.input.format=org.apache.hadoop.hive.ql.io.HiveInputFormat;
For example:
Select Clause Example
Aggregate Clause Example
hive> select count(*) from only_sensor_1;
Query ID = jackietien_20191016202416_d1e3e233-d367-4453-b39a-2aac9327a3b6
Total jobs = 1
Launching Job 1 out of 1
Number of reduce tasks determined at compile time: 1
In order to change the average load for a reducer (in bytes):
In order to limit the maximum number of reducers:
set hive.exec.reducers.max=<number>
In order to set a constant number of reducers:
set mapreduce.job.reduces=<number>
Job running in-process (local Hadoop)
2019-10-16 20:24:18,305 Stage-1 map = 0%, reduce = 0%
2019-10-16 20:24:27,443 Stage-1 map = 100%, reduce = 100%
Ended Job = job_local867757288_0002
MapReduce Jobs Launched:
Stage-Stage-1: HDFS Read: 0 HDFS Write: 0 SUCCESS
Total MapReduce CPU Time Spent: 0 msec
OK
Time taken: 11.334 seconds, Fetched: 1 row(s)