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from builtins import str
from past.builtins import basestring
from datetime import datetime
from contextlib import closing
import sys
from sqlalchemy import create_engine
from airflow.hooks.base_hook import BaseHook
from airflow.exceptions import AirflowException
[docs]class DbApiHook(BaseHook):
"""
Abstract base class for sql hooks.
"""
# Override to provide the connection name.
conn_name_attr = None
# Override to have a default connection id for a particular dbHook
default_conn_name = 'default_conn_id'
# Override if this db supports autocommit.
supports_autocommit = False
# Override with the object that exposes the connect method
connector = None
def __init__(self, *args, **kwargs):
if not self.conn_name_attr:
raise AirflowException("conn_name_attr is not defined")
elif len(args) == 1:
setattr(self, self.conn_name_attr, args[0])
elif self.conn_name_attr not in kwargs:
setattr(self, self.conn_name_attr, self.default_conn_name)
else:
setattr(self, self.conn_name_attr, kwargs[self.conn_name_attr])
[docs] def get_conn(self):
"""Returns a connection object
"""
db = self.get_connection(getattr(self, self.conn_name_attr))
return self.connector.connect(
host=db.host,
port=db.port,
username=db.login,
schema=db.schema)
def get_uri(self):
conn = self.get_connection(getattr(self, self.conn_name_attr))
login = ''
if conn.login:
login = '{conn.login}:{conn.password}@'.format(conn=conn)
host = conn.host
if conn.port is not None:
host += ':{port}'.format(port=conn.port)
return '{conn.conn_type}://{login}{host}/{conn.schema}'.format(
conn=conn, login=login, host=host)
def get_sqlalchemy_engine(self, engine_kwargs=None):
if engine_kwargs is None:
engine_kwargs = {}
return create_engine(self.get_uri(), **engine_kwargs)
[docs] def get_pandas_df(self, sql, parameters=None):
"""
Executes the sql and returns a pandas dataframe
:param sql: the sql statement to be executed (str) or a list of
sql statements to execute
:type sql: str or list
:param parameters: The parameters to render the SQL query with.
:type parameters: mapping or iterable
"""
if sys.version_info[0] < 3:
sql = sql.encode('utf-8')
import pandas.io.sql as psql
with closing(self.get_conn()) as conn:
return psql.read_sql(sql, con=conn, params=parameters)
[docs] def get_records(self, sql, parameters=None):
"""
Executes the sql and returns a set of records.
:param sql: the sql statement to be executed (str) or a list of
sql statements to execute
:type sql: str or list
:param parameters: The parameters to render the SQL query with.
:type parameters: mapping or iterable
"""
if sys.version_info[0] < 3:
sql = sql.encode('utf-8')
with closing(self.get_conn()) as conn:
with closing(conn.cursor()) as cur:
if parameters is not None:
cur.execute(sql, parameters)
else:
cur.execute(sql)
return cur.fetchall()
[docs] def get_first(self, sql, parameters=None):
"""
Executes the sql and returns the first resulting row.
:param sql: the sql statement to be executed (str) or a list of
sql statements to execute
:type sql: str or list
:param parameters: The parameters to render the SQL query with.
:type parameters: mapping or iterable
"""
if sys.version_info[0] < 3:
sql = sql.encode('utf-8')
with closing(self.get_conn()) as conn:
with closing(conn.cursor()) as cur:
if parameters is not None:
cur.execute(sql, parameters)
else:
cur.execute(sql)
return cur.fetchone()
[docs] def run(self, sql, autocommit=False, parameters=None):
"""
Runs a command or a list of commands. Pass a list of sql
statements to the sql parameter to get them to execute
sequentially
:param sql: the sql statement to be executed (str) or a list of
sql statements to execute
:type sql: str or list
:param autocommit: What to set the connection's autocommit setting to
before executing the query.
:type autocommit: bool
:param parameters: The parameters to render the SQL query with.
:type parameters: mapping or iterable
"""
if isinstance(sql, basestring):
sql = [sql]
with closing(self.get_conn()) as conn:
if self.supports_autocommit:
self.set_autocommit(conn, autocommit)
with closing(conn.cursor()) as cur:
for s in sql:
if sys.version_info[0] < 3:
s = s.encode('utf-8')
self.log.info(s)
if parameters is not None:
cur.execute(s, parameters)
else:
cur.execute(s)
# If autocommit was set to False for db that supports autocommit,
# or if db does not supports autocommit, we do a manual commit.
if not self.get_autocommit(conn):
conn.commit()
[docs] def set_autocommit(self, conn, autocommit):
"""
Sets the autocommit flag on the connection
"""
if not self.supports_autocommit and autocommit:
self.log.warn(
("%s connection doesn't support "
"autocommit but autocommit activated."),
getattr(self, self.conn_name_attr))
conn.autocommit = autocommit
[docs] def get_autocommit(self, conn):
"""
Get autocommit setting for the provided connection.
Return True if conn.autocommit is set to True.
Return False if conn.autocommit is not set or set to False or conn
does not support autocommit.
:param conn: Connection to get autocommit setting from.
:type conn: connection object.
:return: connection autocommit setting.
:rtype bool.
"""
return getattr(conn, 'autocommit', False) and self.supports_autocommit
[docs] def get_cursor(self):
"""
Returns a cursor
"""
return self.get_conn().cursor()
[docs] def insert_rows(self, table, rows, target_fields=None, commit_every=1000,
replace=False):
"""
A generic way to insert a set of tuples into a table,
a new transaction is created every commit_every rows
:param table: Name of the target table
:type table: str
:param rows: The rows to insert into the table
:type rows: iterable of tuples
:param target_fields: The names of the columns to fill in the table
:type target_fields: iterable of strings
:param commit_every: The maximum number of rows to insert in one
transaction. Set to 0 to insert all rows in one transaction.
:type commit_every: int
:param replace: Whether to replace instead of insert
:type replace: bool
"""
if target_fields:
target_fields = ", ".join(target_fields)
target_fields = "({})".format(target_fields)
else:
target_fields = ''
i = 0
with closing(self.get_conn()) as conn:
if self.supports_autocommit:
self.set_autocommit(conn, False)
conn.commit()
with closing(conn.cursor()) as cur:
for i, row in enumerate(rows, 1):
lst = []
for cell in row:
lst.append(self._serialize_cell(cell, conn))
values = tuple(lst)
placeholders = ["%s", ] * len(values)
if not replace:
sql = "INSERT INTO "
else:
sql = "REPLACE INTO "
sql += "{0} {1} VALUES ({2})".format(
table,
target_fields,
",".join(placeholders))
cur.execute(sql, values)
if commit_every and i % commit_every == 0:
conn.commit()
self.log.info(
"Loaded {i} into {table} rows so far".format(**locals())
)
conn.commit()
self.log.info(
"Done loading. Loaded a total of {i} rows".format(**locals()))
@staticmethod
def _serialize_cell(cell, conn=None):
"""
Returns the SQL literal of the cell as a string.
:param cell: The cell to insert into the table
:type cell: object
:param conn: The database connection
:type conn: connection object
:return: The serialized cell
:rtype: str
"""
if cell is None:
return None
if isinstance(cell, datetime):
return cell.isoformat()
return str(cell)
[docs] def bulk_dump(self, table, tmp_file):
"""
Dumps a database table into a tab-delimited file
:param table: The name of the source table
:type table: str
:param tmp_file: The path of the target file
:type tmp_file: str
"""
raise NotImplementedError()
[docs] def bulk_load(self, table, tmp_file):
"""
Loads a tab-delimited file into a database table
:param table: The name of the target table
:type table: str
:param tmp_file: The path of the file to load into the table
:type tmp_file: str
"""
raise NotImplementedError()