Source code for airflow.providers.oracle.hooks.oracle

#
# Licensed to the Apache Software Foundation (ASF) under one
# or more contributor license agreements.  See the NOTICE file
# distributed with this work for additional information
# regarding copyright ownership.  The ASF licenses this file
# to you under the Apache License, Version 2.0 (the
# "License"); you may not use this file except in compliance
# with the License.  You may obtain a copy of the License at
#
#   http://www.apache.org/licenses/LICENSE-2.0
#
# Unless required by applicable law or agreed to in writing,
# software distributed under the License is distributed on an
# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
# KIND, either express or implied.  See the License for the
# specific language governing permissions and limitations
# under the License.

from datetime import datetime
from typing import Dict, List, Optional, Union

import cx_Oracle
import numpy

from airflow.hooks.dbapi import DbApiHook

[docs]PARAM_TYPES = {bool, float, int, str}
def _map_param(value): if value in PARAM_TYPES: # In this branch, value is a Python type; calling it produces # an instance of the type which is understood by the Oracle driver # in the out parameter mapping mechanism. value = value() return value
[docs]class OracleHook(DbApiHook): """ Interact with Oracle SQL. :param oracle_conn_id: The :ref:`Oracle connection id <howto/connection:oracle>` used for Oracle credentials. :type oracle_conn_id: str """
[docs] conn_name_attr = 'oracle_conn_id'
[docs] default_conn_name = 'oracle_default'
[docs] conn_type = 'oracle'
[docs] hook_name = 'Oracle'
[docs] supports_autocommit = True
[docs] def get_conn(self) -> 'OracleHook': """ Returns a oracle connection object Optional parameters for using a custom DSN connection (instead of using a server alias from tnsnames.ora) The dsn (data source name) is the TNS entry (from the Oracle names server or tnsnames.ora file) or is a string like the one returned from makedsn(). :param dsn: the data source name for the Oracle server :param service_name: the db_unique_name of the database that you are connecting to (CONNECT_DATA part of TNS) :param sid: Oracle System ID that identifies a particular database on a system You can set these parameters in the extra fields of your connection as in .. code-block:: python { "dsn": ( "(DESCRIPTION=(ADDRESS=(PROTOCOL=TCP)" "(HOST=host)(PORT=1521))(CONNECT_DATA=(SID=sid)))" ) } see more param detail in `cx_Oracle.connect <https://cx-oracle.readthedocs.io/en/latest/module.html#cx_Oracle.connect>`_ """ conn = self.get_connection(self.oracle_conn_id) # type: ignore[attr-defined] conn_config = {'user': conn.login, 'password': conn.password} sid = conn.extra_dejson.get('sid') mod = conn.extra_dejson.get('module') service_name = conn.extra_dejson.get('service_name') port = conn.port if conn.port else 1521 if conn.host and sid and not service_name: conn_config['dsn'] = cx_Oracle.makedsn(conn.host, port, sid) elif conn.host and service_name and not sid: conn_config['dsn'] = cx_Oracle.makedsn(conn.host, port, service_name=service_name) else: dsn = conn.extra_dejson.get('dsn') if dsn is None: dsn = conn.host if conn.port is not None: dsn += ":" + str(conn.port) if service_name or conn.schema: dsn += "/" + (service_name or conn.schema) conn_config['dsn'] = dsn if 'encoding' in conn.extra_dejson: conn_config['encoding'] = conn.extra_dejson.get('encoding') # if `encoding` is specific but `nencoding` is not # `nencoding` should use same values as `encoding` to set encoding, inspired by # https://github.com/oracle/python-cx_Oracle/issues/157#issuecomment-371877993 if 'nencoding' not in conn.extra_dejson: conn_config['nencoding'] = conn.extra_dejson.get('encoding') if 'nencoding' in conn.extra_dejson: conn_config['nencoding'] = conn.extra_dejson.get('nencoding') if 'threaded' in conn.extra_dejson: conn_config['threaded'] = conn.extra_dejson.get('threaded') if 'events' in conn.extra_dejson: conn_config['events'] = conn.extra_dejson.get('events') mode = conn.extra_dejson.get('mode', '').lower() if mode == 'sysdba': conn_config['mode'] = cx_Oracle.SYSDBA elif mode == 'sysasm': conn_config['mode'] = cx_Oracle.SYSASM elif mode == 'sysoper': conn_config['mode'] = cx_Oracle.SYSOPER elif mode == 'sysbkp': conn_config['mode'] = cx_Oracle.SYSBKP elif mode == 'sysdgd': conn_config['mode'] = cx_Oracle.SYSDGD elif mode == 'syskmt': conn_config['mode'] = cx_Oracle.SYSKMT elif mode == 'sysrac': conn_config['mode'] = cx_Oracle.SYSRAC purity = conn.extra_dejson.get('purity', '').lower() if purity == 'new': conn_config['purity'] = cx_Oracle.ATTR_PURITY_NEW elif purity == 'self': conn_config['purity'] = cx_Oracle.ATTR_PURITY_SELF elif purity == 'default': conn_config['purity'] = cx_Oracle.ATTR_PURITY_DEFAULT conn = cx_Oracle.connect(**conn_config) if mod is not None: conn.module = mod return conn
[docs] def insert_rows( self, table: str, rows: List[tuple], target_fields=None, commit_every: int = 1000, replace: Optional[bool] = False, **kwargs, ) -> None: """ A generic way to insert a set of tuples into a table, the whole set of inserts is treated as one transaction Changes from standard DbApiHook implementation: - Oracle SQL queries in cx_Oracle can not be terminated with a semicolon (`;`) - Replace NaN values with NULL using `numpy.nan_to_num` (not using `is_nan()` because of input types error for strings) - Coerce datetime cells to Oracle DATETIME format during insert :param table: target Oracle table, use dot notation to target a specific database :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 str :param commit_every: the maximum number of rows to insert in one transaction Default 1000, Set greater than 0. Set 1 to insert each row in each single 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 = f'({target_fields})' else: target_fields = '' conn = self.get_conn() if self.supports_autocommit: self.set_autocommit(conn, False) cur = conn.cursor() # type: ignore[attr-defined] i = 0 for row in rows: i += 1 lst = [] for cell in row: if isinstance(cell, str): lst.append("'" + str(cell).replace("'", "''") + "'") elif cell is None: lst.append('NULL') elif isinstance(cell, float) and numpy.isnan(cell): # coerce numpy NaN to NULL lst.append('NULL') elif isinstance(cell, numpy.datetime64): lst.append("'" + str(cell) + "'") elif isinstance(cell, datetime): lst.append( "to_date('" + cell.strftime('%Y-%m-%d %H:%M:%S') + "','YYYY-MM-DD HH24:MI:SS')" ) else: lst.append(str(cell)) values = tuple(lst) sql = f"INSERT /*+ APPEND */ INTO {table} {target_fields} VALUES ({','.join(values)})" cur.execute(sql) if i % commit_every == 0: conn.commit() # type: ignore[attr-defined] self.log.info('Loaded %s into %s rows so far', i, table) conn.commit() # type: ignore[attr-defined] cur.close() conn.close() # type: ignore[attr-defined] self.log.info('Done loading. Loaded a total of %s rows', i)
[docs] def bulk_insert_rows( self, table: str, rows: List[tuple], target_fields: Optional[List[str]] = None, commit_every: int = 5000, ): """ A performant bulk insert for cx_Oracle that uses prepared statements via `executemany()`. For best performance, pass in `rows` as an iterator. :param table: target Oracle table, use dot notation to target a specific database :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, default None. If None, each rows should have some order as table columns name :type target_fields: iterable of str Or None :param commit_every: the maximum number of rows to insert in one transaction Default 5000. Set greater than 0. Set 1 to insert each row in each transaction :type commit_every: int """ if not rows: raise ValueError("parameter rows could not be None or empty iterable") conn = self.get_conn() if self.supports_autocommit: self.set_autocommit(conn, False) cursor = conn.cursor() # type: ignore[attr-defined] values_base = target_fields if target_fields else rows[0] prepared_stm = 'insert into {tablename} {columns} values ({values})'.format( tablename=table, columns='({})'.format(', '.join(target_fields)) if target_fields else '', values=', '.join(':%s' % i for i in range(1, len(values_base) + 1)), ) row_count = 0 # Chunk the rows row_chunk = [] for row in rows: row_chunk.append(row) row_count += 1 if row_count % commit_every == 0: cursor.prepare(prepared_stm) cursor.executemany(None, row_chunk) conn.commit() # type: ignore[attr-defined] self.log.info('[%s] inserted %s rows', table, row_count) # Empty chunk row_chunk = [] # Commit the leftover chunk cursor.prepare(prepared_stm) cursor.executemany(None, row_chunk) conn.commit() # type: ignore[attr-defined] self.log.info('[%s] inserted %s rows', table, row_count) cursor.close() conn.close() # type: ignore[attr-defined]
[docs] def callproc( self, identifier: str, autocommit: bool = False, parameters: Optional[Union[List, Dict]] = None, ) -> Optional[Union[List, Dict]]: """ Call the stored procedure identified by the provided string. Any 'OUT parameters' must be provided with a value of either the expected Python type (e.g., `int`) or an instance of that type. The return value is a list or mapping that includes parameters in both directions; the actual return type depends on the type of the provided `parameters` argument. See https://cx-oracle.readthedocs.io/en/latest/api_manual/cursor.html#Cursor.var for further reference. """ if parameters is None: parameters = [] args = ",".join( f":{name}" for name in (parameters if isinstance(parameters, dict) else range(1, len(parameters) + 1)) ) sql = f"BEGIN {identifier}({args}); END;" def handler(cursor): if isinstance(cursor.bindvars, list): return [v.getvalue() for v in cursor.bindvars] if isinstance(cursor.bindvars, dict): return {n: v.getvalue() for (n, v) in cursor.bindvars.items()} raise TypeError(f"Unexpected bindvars: {cursor.bindvars!r}") result = self.run( sql, autocommit=autocommit, parameters=( {name: _map_param(value) for (name, value) in parameters.items()} if isinstance(parameters, dict) else [_map_param(value) for value in parameters] ), handler=handler, ) return result

Was this entry helpful?