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11 changes: 8 additions & 3 deletions airflow/hooks/mysql_hook.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -56,11 +56,14 @@ def run(self, sql):
cur.close()
conn.close()

def insert_rows(self, table, rows):
def insert_rows(self, table, rows, target_fields=None):
"""
A generic way to insert a set of tuples into a table,
the whole set of inserts is treated as one transaction
"""
if target_fields:
target_fields = ", ".join(target_fields)
target_fields = "({})".format(target_fields)
conn = self.get_conn()
cur = conn.cursor()
for row in rows:
Expand All@@ -73,8 +76,10 @@ def insert_rows(self, table, rows):
else:
l.append(str(cell))
values = tuple(l)
sql = "INSERT INTO {0} VALUES ({1});".format(
table, ",".join(values))
sql = "INSERT INTO {0} {1} VALUES ({2});".format(
table,
target_fields,
",".join(values))
cur.execute(sql)
conn.commit()
cur.close()
Expand Down
27 changes: 22 additions & 5 deletions airflow/operators/hive_stats_operator.py
Original file line numberDiff line numberDiff line change
Expand Up@@ -7,7 +7,6 @@
from airflow.utils import apply_defaults



class HiveStatsCollectionOperator(BaseOperator):
"""
Gathers partition statistics using a dynmically generated Presto
Expand DownExpand Up@@ -35,7 +34,9 @@ class HiveStatsCollectionOperator(BaseOperator):
:type col_blacklist: list
:param assignment_func: a function that receives a column name and
a type, and returns a dict of metric names and an Presto expressions.
If None is returned, the global defaults are applied.
If None is returned, the global defaults are applied. If an
empty dictionary is returned, no stats are computed for that
column.
:type assignment_func: function
"""

Expand DownExpand Up@@ -68,6 +69,7 @@ def __init__(
self.mysql_conn_id = mysql_conn_id
self.assignment_func = assignment_func
self.ds = '{{ ds }}'
self.dttm = '{{ execution_date.isoformat() }}'

def get_default_exprs(self, col, col_type):
if col in self.col_blacklist:
Expand DownExpand Up@@ -100,7 +102,9 @@ def execute(self, context=None):
d = {}
if self.assignment_func:
d = self.assignment_func(col, col_type)
if not d:
if d is None:
d = self.get_default_exprs(col, col_type)
else:
d = self.get_default_exprs(col, col_type)
exprs.update(d)
exprs.update(self.extra_exprs)
Expand DownExpand Up@@ -142,6 +146,19 @@ def execute(self, context=None):

logging.info("Pivoting and loading cells into the Airflow db")
rows = [
(self.ds, self.table, part_json) + (r[0][0], r[0][1], r[1])
(self.ds, self.dttm, self.table, part_json) +
(r[0][0], r[0][1], r[1])
for r in zip(exprs, row)]
mysql.insert_rows(table='hive_stats', rows=rows)
mysql.insert_rows(
table='hive_stats',
rows=rows,
target_fields=[
'ds',
'dttm',
'table_name',
'partition_repr',
'col',
'metric',
'value',
]
)