Source code for airflow.sensors.metastore_partition_sensor
# -*- coding: utf-8 -*-
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from airflow.sensors.sql_sensor import SqlSensor
from airflow.utils.decorators import apply_defaults
[docs]class MetastorePartitionSensor(SqlSensor):
"""
An alternative to the HivePartitionSensor that talk directly to the
MySQL db. This was created as a result of observing sub optimal
queries generated by the Metastore thrift service when hitting
subpartitioned tables. The Thrift service's queries were written in a
way that wouldn't leverage the indexes.
:param schema: the schema
:type schema: str
:param table: the table
:type table: str
:param partition_name: the partition name, as defined in the PARTITIONS
table of the Metastore. Order of the fields does matter.
Examples: ``ds=2016-01-01`` or
``ds=2016-01-01/sub=foo`` for a sub partitioned table
:type partition_name: str
:param mysql_conn_id: a reference to the MySQL conn_id for the metastore
:type mysql_conn_id: str
"""
template_fields = ('partition_name', 'table', 'schema')
ui_color = '#8da7be'
@apply_defaults
def __init__(self,
table,
partition_name,
schema="default",
mysql_conn_id="metastore_mysql",
*args,
**kwargs):
self.partition_name = partition_name
self.table = table
self.schema = schema
self.first_poke = True
self.conn_id = mysql_conn_id
# TODO(aoen): We shouldn't be using SqlSensor here but MetastorePartitionSensor.
# The problem is the way apply_defaults works isn't compatible with inheritance.
# The inheritance model needs to be reworked in order to support overriding args/
# kwargs with arguments here, then 'conn_id' and 'sql' can be passed into the
# constructor below and apply_defaults will no longer throw an exception.
super(SqlSensor, self).__init__(*args, **kwargs)
[docs] def poke(self, context):
if self.first_poke:
self.first_poke = False
if '.' in self.table:
self.schema, self.table = self.table.split('.')
self.sql = """
SELECT 'X'
FROM PARTITIONS A0
LEFT OUTER JOIN TBLS B0 ON A0.TBL_ID = B0.TBL_ID
LEFT OUTER JOIN DBS C0 ON B0.DB_ID = C0.DB_ID
WHERE
B0.TBL_NAME = '{self.table}' AND
C0.NAME = '{self.schema}' AND
A0.PART_NAME = '{self.partition_name}';
""".format(self=self)
return super(MetastorePartitionSensor, self).poke(context)