Manage table partition using Gravitino
Introduction
Although many catalogs inherently manage partitions automatically, there are scenarios where manual partition management is necessary. Usage scenarios like managing the TTL (Time-To-Live) of partition data, gathering statistics on partition metadata, and optimizing queries through partition pruning. For these reasons, Gravitino provides capabilities of partition management.
Requirements and limitations
- Partition management is based on the partitioned table, so please ensure that you are operating on a partitioned table.
The following table shows the partition operations supported across various catalogs in Gravitino:
Operation | Hive catalog | Iceberg catalog | Jdbc-Mysql catalog | Jdbc-PostgreSQL catalog |
---|---|---|---|---|
Add Partition | YES | NO | NO | NO |
Get Partition by Name | YES | NO | NO | NO |
List Partition Names | YES | NO | NO | NO |
List Partitions | YES | NO | NO | NO |
Drop Partition | Coming Soon | Coming Soon | NO | NO |
If you need additional partition management support for a specific catalog, please feel free to create an issue on the Gravitino repository.
Partition operations
Add partition
You must match the partition types you want to add with the table's partitioning types; Gravitino currently supports adding the following partition types:
Partition Type | Description |
---|---|
identity | An identity partition represents a result of identity partitioning. |
range | A range partition represents a result of range partitioning. |
list | A list partition represents a result of list partitioning. |
For JSON examples:
- identity
- range
- list
{
"type": "identity",
"name": "dt=2008-08-08/country=us",
"fieldNames": [
[
"dt"
],
[
"country"
]
],
"values": [
{
"type": "literal",
"dataType": "date",
"value": "2008-08-08"
},
{
"type": "literal",
"dataType": "string",
"value": "us"
}
]
}
The values of the field values
must be the same ordering as the values of fieldNames
.
When adding an identity partition to a partitioned Hive table, the specified partition name is ignored. This is because Hive generates the partition name based on field names and values.
{
"type": "range",
"name": "p20200321",
"upper": {
"type": "literal",
"dataType": "date",
"value": "2020-03-21"
},
"lower": {
"type": "literal",
"dataType": "null",
"value": "null"
}
}
{
"type": "list",
"name": "p202204_California",
"lists": [
[
{
"type": "literal",
"dataType": "date",
"value": "2022-04-01"
},
{
"type": "literal",
"dataType": "string",
"value": "Los Angeles"
}
],
[
{
"type": "literal",
"dataType": "date",
"value": "2022-04-01"
},
{
"type": "literal",
"dataType": "string",
"value": "San Francisco"
}
]
]
}
Each list in the lists must have the same length. The values in each list must correspond to the field definitions in the list partitioning.
For Java examples:
- Identity
- Range
- List
Partition partition =
Partitions.identity(
"dt=2008-08-08/country=us",
new String[][] {{"dt"}, {"country"}},
new Literal[] {
Literals.dateLiteral(LocalDate.parse("2008-08-08")), Literals.stringLiteral("us")
},
Maps.newHashMap());
The values are in the same order as the field names.
When adding an identity partition to a partitioned Hive table, the specified partition name is ignored. This is because Hive generates the partition name based on field names and values.
Partition partition =
Partitions.range(
"p20200321",
Literals.dateLiteral(LocalDate.parse("2020-03-21")),
Literals.NULL,
Maps.newHashMap());
Partition partition =
Partitions.list(
"p202204_California",
new Literal[][] {
{
Literals.dateLiteral(LocalDate.parse("2022-04-01")),
Literals.stringLiteral("Los Angeles")
},
{
Literals.dateLiteral(LocalDate.parse("2022-04-01")),
Literals.stringLiteral("San Francisco")
}
},
Maps.newHashMap());
Each list in the lists must have the same length. The values in each list must correspond to the field definitions in the list partitioning.
You can add a partition to a partitioned table by sending a POST
request to the /api/metalakes/{metalake_name}/catalogs/{catalog_name}/schemas/{schema_name}/tables/{partitioned_table_name}/partitions
endpoint or by using the Gravitino Java client.
The following is an example of adding a identity partition to a Hive partitioned table:
- Shell
- Java
curl -X POST -H "Accept: application/vnd.gravitino.v1+json" \
-H "Content-Type: application/json" -d '{
"partitions": [
{
"type": "identity",
"fieldNames": [
[
"dt"
],
[
"country"
]
],
"values": [
{
"type": "literal",
"dataType": "date",
"value": "2008-08-08"
},
{
"type": "literal",
"dataType": "string",
"value": "us"
}
]
}
]
}' http://localhost:8090/api/metalakes/metalake/catalogs/catalog/schemas/schema/tables/table/partitions
GravitinoClient gravitinoClient = GravitinoClient
.builder("http://127.0.0.1:8090")
.build();
// Assume that you have a partitioned table named "metalake.catalog.schema.table".
Partition addedPartition =
gravitinoClient
.loadMetalake(NameIdentifier.of("metalake"))
.loadCatalog(NameIdentifier.of("metalake", "catalog"))
.asTableCatalog()
.loadTable(NameIdentifier.of("metalake", "catalog", "schema", "table"))
.supportPartitions()
.addPartition(
Partitions.identity(
new String[][] {{"dt"}, {"country"}},
new Literal[] {
Literals.dateLiteral(LocalDate.parse("2008-08-08")), Literals.stringLiteral("us")},
Maps.newHashMap()));
Get a partition by name
You can get a partition by its name via sending a GET
request to the /api/metalakes/{metalake_name}/catalogs/{catalog_name}/schemas/{schema_name}/tables/{partitioned_table_name}/partitions/{partition_name}
endpoint or by using the Gravitino Java client.
The following is an example of getting a partition by its name:
- Shell
- Java
curl -X GET -H "Accept: application/vnd.gravitino.v1+json" \
-H "Content-Type: application/json" \
http://localhost:8090/api/metalakes/metalake/catalogs/catalog/schemas/schema/tables/table/partitions/p20200321
If the partition name contains special characters, you should use URL encoding. For example, if the partition name is dt=2008-08-08/country=us
you should use dt%3D2008-08-08%2Fcountry%3Dus
in the URL.
GravitinoClient gravitinoClient = GravitinoClient
.builder("http://127.0.0.1:8090")
.build();
// Assume that you have a partitioned table named "metalake.catalog.schema.table".
Partition Partition =
gravitinoClient
.loadMetalake(NameIdentifier.of("metalake"))
.loadCatalog(NameIdentifier.of("metalake", "catalog"))
.asTableCatalog()
.loadTable(NameIdentifier.of("metalake", "catalog", "schema", "table"))
.supportPartitions()
.getPartition("partition_name");
List partition names under a partitioned table
You can list all partition names under a partitioned table by sending a GET
request to the /api/metalakes/{metalake_name}/catalogs/{catalog_name}/schemas/{schema_name}/tables/{partitioned_table_name}/partitions
endpoint or by using the Gravitino Java client.
The following is an example of listing all partition names under a partitioned table:
- Shell
- Java
curl -X GET -H "Accept: application/vnd.gravitino.v1+json" \
-H "Content-Type: application/json" \
http://localhost:8090/api/metalakes/metalake/catalogs/catalog/schemas/schema/tables/table/partitions
GravitinoClient gravitinoClient = GravitinoClient
.builder("http://127.0.0.1:8090")
.build();
// Assume that you have a partitioned table named "metalake.catalog.schema.table".
String[] partitionNames =
gravitinoClient
.loadMetalake(NameIdentifier.of("metalake"))
.loadCatalog(NameIdentifier.of("metalake", "catalog"))
.asTableCatalog()
.loadTable(NameIdentifier.of("metalake", "catalog", "schema", "table"))
.supportPartitions()
.listPartitionNames();
List partitions under a partitioned table
If you want to get more detailed information about the partitions under a partitioned table, you can list all partitions under a partitioned table by sending a GET
request to the /api/metalakes/{metalake_name}/catalogs/{catalog_name}/schemas/{schema_name}/tables/{partitioned_table_name}/partitions
endpoint or by using the Gravitino Java client.
The following is an example of listing all partitions under a partitioned table:
- Shell
- Java
curl -X GET -H "Accept: application/vnd.gravitino.v1+json" \
-H "Content-Type: application/json" \
http://localhost:8090/api/metalakes/metalake/catalogs/catalog/schemas/schema/tables/table/partitions?details=true
// Assume that you have a partitioned table named "metalake.catalog.schema.table".
Partition[] partitions =
gravitinoClient
.loadMetalake(NameIdentifier.of("metalake"))
.loadCatalog(NameIdentifier.of("metalake", "catalog"))
.asTableCatalog()
.loadTable(NameIdentifier.of("metalake", "catalog", "schema", "table"))
.supportPartitions()
.listPartitions();