Reputation: 1883
In a cluster having Hive installed, What does the metastore and namenode have? i understand that the Metastore has all the table schema and partition details and metadata. Now what is this metadata? then what does the namenode have? and where is this metastore present in a cluster?
Upvotes: 13
Views: 27144
Reputation: 1
Above diagram is excellent one to understand Hive and hadoop communication.
Regarding Hive-Metastore (not hadoop - metastore):
It is not necessary/compulsory to have metastore in your hadoop environment as it is only required if you are using HIVE on top of your HDFS cluster.
Metastore is the metadata repository for HIVE only and used by HIVE to store created database object's meta information only(not actual data, which is already in HDFS because HIVE do not store data. Hive uses already stored datain File system)
Hive implementation required a metastore service using any RDBMS.
Regarding Namenode (hadoop -namenode):
core part of Hadoop, which behaves like metastore for cluster.
Not a RDBMS . Stores file system meta info in File System only.
Upvotes: -1
Reputation: 3134
Metastore - Its a database which stores metadata a.k.a all the details about the tables you create in HIVE. By default, HIVE comes with and uses Derby database. But you can use any other database like MySQL or Oracle.
Use of Metastore: Whenever you fire a query from your Hive CLI, the Execution engine gathers all the details regarding the table and creates an Execution plan(Job). These details comes from Metastore. Finally the Execution engine sends the Job to Hadoop. From here, the common Hadoop Map Reduce Job is executed and the result is send back to Hive. The Name node communicates with Execution engine to successfully execute the MR Job.
Upvotes: 3
Reputation: 471
Hive data (not metadata) is spread across Hadoop HDFS DataNode servers. Typically, each block of data is stored on 3 different DataNodes. The NameNode keeps track of which DataNodes have which blocks of actual data.
For a Hive production environment, the metastore service should run in an isolated JVM. Hive processes can communicate with the metastore service using Thrift. The Hive metastore data is persisted in an ACID database such as Oracle DB or MySQL. You can use SQL to find out what is in the Hive metastore:
Here are the tables in the Hive metastore:
SQL> select table_name from user_tables;
DBS
DATABASE_PARAMS
SEQUENCE_TABLE
SERDES
TBLS
SDS
CDS
BUCKETING_COLS
TABLE_PARAMS
PARTITION_KEYS
SORT_COLS
SD_PARAMS
COLUMNS_V2
SERDE_PARAMS
You can describe the structure of each table:
SQL> describe partition_keys;
TBL_ID NUMBER
PKEY_COMMENT VARCHAR2(4000)
PKEY_NAME VARCHAR2(128)
PKEY_TYPE VARCHAR2(767)
INTEGER_IDX NUMBER(10)
And find the contents of each table:
SQL> select * from partition_keys;
So if in Hive you "CREATE TABLE xxx (...) PARTITIONED BY (...)" the Hive partitioning data is stored into the metastore (Oracle, MySQL...) database.
For example, in Hive if you create a table like this:
hive> create table employee_table (id bigint, name string) partitioned by (region string);
You will find this in the metastore:
SQL> select tbl_id,pkey_name from partition_keys;
TBL_ID PKEY_NAME
------ ---------
8 region
SQL> select tbl_name from tbls where tbl_id=8;
TBL_NAME
--------
employee_table
When you insert data into employee_table, the data will be stored in HDFS on Hadoop DataNodes and the NameNode will keep track of which DataNodes have the data.
Upvotes: 14
Reputation: 34184
The NameNode keeps the directory tree of all files in the file system, and tracks where across the cluster the file data is kept. It also keeps track of all the DataNode(Dead+Live) through heartbeat mechanism. It also helps client for reads/writes by receiving their requests and redirecting them to the appropriate DataNode.
The metadata which metastore stores contains things like :
IDs of Database
IDs of Tables
IDs of Index
The time of creation of an Index
The time of creation of a Table
IDs of roles assigned to a particular user
InputFormat used for a Table
OutputFormat used for a Table etc etc.
Is this what you wanted to know?
And it is not mandatory to have metastore in the cluster itself. Any machine(inside or outside the cluster) having a JDBC-compliant database can be used for the metastore.
HTH
P.S : You might find the E/R diagram of metastore useful.
Upvotes: 25