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Refs #28595 -- Added a hook to add execute wrappers for database queries.
Thanks Adam Johnson, Carl Meyer, Anssi Kääriäinen, Mariusz Felisiak, Michael Manfre, and Tim Graham for discussion and review.
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@ -92,6 +92,12 @@ class BaseDatabaseWrapper:
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# is called?
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self.run_commit_hooks_on_set_autocommit_on = False
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# A stack of wrappers to be invoked around execute()/executemany()
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# calls. Each entry is a function taking five arguments: execute, sql,
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# params, many, and context. It's the function's responsibility to
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# call execute(sql, params, many, context).
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self.execute_wrappers = []
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self.client = self.client_class(self)
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self.creation = self.creation_class(self)
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self.features = self.features_class(self)
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@ -629,6 +635,18 @@ class BaseDatabaseWrapper:
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sids, func = current_run_on_commit.pop(0)
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func()
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@contextmanager
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def execute_wrapper(self, wrapper):
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"""
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Return a context manager under which the wrapper is applied to suitable
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database query executions.
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"""
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self.execute_wrappers.append(wrapper)
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try:
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yield
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finally:
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self.execute_wrappers.pop()
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def copy(self, alias=None, allow_thread_sharing=None):
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"""
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Return a copy of this connection.
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@ -1,5 +1,6 @@
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import datetime
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import decimal
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import functools
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import hashlib
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import logging
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import re
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@ -65,6 +66,18 @@ class CursorWrapper:
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return self.cursor.callproc(procname, params, kparams)
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def execute(self, sql, params=None):
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return self._execute_with_wrappers(sql, params, many=False, executor=self._execute)
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def executemany(self, sql, param_list):
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return self._execute_with_wrappers(sql, param_list, many=True, executor=self._executemany)
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def _execute_with_wrappers(self, sql, params, many, executor):
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context = {'connection': self.db, 'cursor': self}
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for wrapper in reversed(self.db.execute_wrappers):
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executor = functools.partial(wrapper, executor)
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return executor(sql, params, many, context)
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def _execute(self, sql, params, *ignored_wrapper_args):
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self.db.validate_no_broken_transaction()
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with self.db.wrap_database_errors:
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if params is None:
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@ -72,7 +85,7 @@ class CursorWrapper:
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else:
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return self.cursor.execute(sql, params)
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def executemany(self, sql, param_list):
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def _executemany(self, sql, param_list, *ignored_wrapper_args):
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self.db.validate_no_broken_transaction()
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with self.db.wrap_database_errors:
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return self.cursor.executemany(sql, param_list)
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@ -339,6 +339,11 @@ Models
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parameters, if the backend supports this feature. Of Django's built-in
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backends, only Oracle supports it.
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* The new :meth:`connection.execute_wrapper()
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<django.db.backends.base.DatabaseWrapper.execute_wrapper>` method allows
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:doc:`installing wrappers around execution of database queries
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</topics/db/instrumentation>`.
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* The new ``filter`` argument for built-in aggregates allows :ref:`adding
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different conditionals <conditional-aggregation>` to multiple aggregations
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over the same fields or relations.
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@ -21,4 +21,5 @@ model maps to a single database table.
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multi-db
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tablespaces
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optimization
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instrumentation
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examples/index
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114
docs/topics/db/instrumentation.txt
Normal file
114
docs/topics/db/instrumentation.txt
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@ -0,0 +1,114 @@
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========================
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Database instrumentation
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========================
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.. versionadded:: 2.0
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To help you understand and control the queries issued by your code, Django
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provides a hook for installing wrapper functions around the execution of
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database queries. For example, wrappers can count queries, measure query
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duration, log queries, or even prevent query execution (e.g. to make sure that
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no queries are issued while rendering a template with prefetched data).
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The wrappers are modeled after :doc:`middleware </topics/http/middleware>` --
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they are callables which take another callable as one of their arguments. They
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call that callable to invoke the (possibly wrapped) database query, and they
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can do what they want around that call. They are, however, created and
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installed by user code, and so don't need a separate factory like middleware do.
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Installing a wrapper is done in a context manager -- so the wrappers are
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temporary and specific to some flow in your code.
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As mentioned above, an example of a wrapper is a query execution blocker. It
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could look like this::
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def blocker(*args):
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raise Exception('No database access allowed here.')
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And it would be used in a view to block queries from the template like so::
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from django.db import connection
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from django.shortcuts import render
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def my_view(request):
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context = {...} # Code to generate context with all data.
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template_name = ...
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with connection.execute_wrapper(blocker):
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return render(request, template_name, context)
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The parameters sent to the wrappers are:
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* ``execute`` -- a callable, which should be invoked with the rest of the
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parameters in order to execute the query.
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* ``sql`` -- a ``str``, the SQL query to be sent to the database.
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* ``params`` -- a list/tuple of parameter values for the SQL command, or a
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list/tuple of lists/tuples if the wrapped call is ``executemany()``.
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* ``many`` -- a ``bool`` indicating whether the ultimately invoked call is
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``execute()`` or ``executemany()`` (and whether ``params`` is expected to be
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a sequence of values, or a sequence of sequences of values).
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* ``context`` -- a dictionary with further data about the context of
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invocation. This includes the connection and cursor.
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Using the parameters, a slightly more complex version of the blocker could
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include the connection name in the error message::
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def blocker(execute, sql, params, many, context):
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alias = context['connection'].alias
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raise Exception("Access to database '{}' blocked here".format(alias))
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For a more complete example, a query logger could look like this::
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import time
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class QueryLogger:
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def __init__(self):
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self.queries = []
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def __call__(self, execute, sql, params, many, context):
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current_query = {'sql': sql, 'params': params, 'many': many}
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start = time.time()
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try:
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result = execute(sql, params, many, context)
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except Exception as e:
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current_query['status'] = 'error'
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current_query['exception'] = e
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raise
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else:
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current_query['status'] = 'ok'
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return result
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finally:
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duration = time.time() - start
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current_query['duration'] = duration
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self.queries.append(current_query)
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To use this, you would create a logger object and install it as a wrapper::
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from django.db import connection
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ql = QueryLogger()
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with connection.execute_wrapper(ql):
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do_queries()
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# Now we can print the log.
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print(ql.queries)
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.. currentmodule:: django.db.backends.base.DatabaseWrapper
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``connection.execute_wrapper()``
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--------------------------------
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.. method:: execute_wrapper(wrapper)
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Returns a context manager which, when entered, installs a wrapper around
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database query executions, and when exited, removes the wrapper. The wrapper is
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installed on the thread-local connection object.
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``wrapper`` is a callable taking five arguments. It is called for every query
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execution in the scope of the context manager, with arguments ``execute``,
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``sql``, ``params``, ``many``, and ``context`` as described above. It's
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expected to call ``execute(sql, params, many, context)`` and return the return
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value of that call.
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@ -1,6 +1,10 @@
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from unittest.mock import MagicMock
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from django.db import DEFAULT_DB_ALIAS, connection, connections
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from django.db.backends.base.base import BaseDatabaseWrapper
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from django.test import SimpleTestCase
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from django.test import SimpleTestCase, TestCase
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from ..models import Square
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class DatabaseWrapperTests(SimpleTestCase):
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@ -30,3 +34,96 @@ class DatabaseWrapperTests(SimpleTestCase):
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def test_initialization_display_name(self):
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self.assertEqual(BaseDatabaseWrapper.display_name, 'unknown')
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self.assertNotEqual(connection.display_name, 'unknown')
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class ExecuteWrapperTests(TestCase):
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@staticmethod
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def call_execute(connection, params=None):
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ret_val = '1' if params is None else '%s'
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sql = 'SELECT ' + ret_val + connection.features.bare_select_suffix
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with connection.cursor() as cursor:
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cursor.execute(sql, params)
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def call_executemany(self, connection, params=None):
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# executemany() must use an update query. Make sure it does nothing
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# by putting a false condition in the WHERE clause.
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sql = 'DELETE FROM {} WHERE 0=1 AND 0=%s'.format(Square._meta.db_table)
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if params is None:
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params = [(i,) for i in range(3)]
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with connection.cursor() as cursor:
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cursor.executemany(sql, params)
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@staticmethod
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def mock_wrapper():
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return MagicMock(side_effect=lambda execute, *args: execute(*args))
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def test_wrapper_invoked(self):
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wrapper = self.mock_wrapper()
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with connection.execute_wrapper(wrapper):
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self.call_execute(connection)
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self.assertTrue(wrapper.called)
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(_, sql, params, many, context), _ = wrapper.call_args
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self.assertIn('SELECT', sql)
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self.assertIsNone(params)
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self.assertIs(many, False)
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self.assertEqual(context['connection'], connection)
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def test_wrapper_invoked_many(self):
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wrapper = self.mock_wrapper()
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with connection.execute_wrapper(wrapper):
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self.call_executemany(connection)
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self.assertTrue(wrapper.called)
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(_, sql, param_list, many, context), _ = wrapper.call_args
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self.assertIn('DELETE', sql)
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self.assertIsInstance(param_list, (list, tuple))
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self.assertIs(many, True)
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self.assertEqual(context['connection'], connection)
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def test_database_queried(self):
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wrapper = self.mock_wrapper()
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with connection.execute_wrapper(wrapper):
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with connection.cursor() as cursor:
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sql = 'SELECT 17' + connection.features.bare_select_suffix
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cursor.execute(sql)
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seventeen = cursor.fetchall()
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self.assertEqual(list(seventeen), [(17,)])
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self.call_executemany(connection)
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def test_nested_wrapper_invoked(self):
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outer_wrapper = self.mock_wrapper()
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inner_wrapper = self.mock_wrapper()
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with connection.execute_wrapper(outer_wrapper), connection.execute_wrapper(inner_wrapper):
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self.call_execute(connection)
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self.assertEqual(inner_wrapper.call_count, 1)
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self.call_executemany(connection)
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self.assertEqual(inner_wrapper.call_count, 2)
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def test_outer_wrapper_blocks(self):
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def blocker(*args):
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pass
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wrapper = self.mock_wrapper()
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c = connection # This alias shortens the next line.
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with c.execute_wrapper(wrapper), c.execute_wrapper(blocker), c.execute_wrapper(wrapper):
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with c.cursor() as cursor:
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cursor.execute("The database never sees this")
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self.assertEqual(wrapper.call_count, 1)
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cursor.executemany("The database never sees this %s", [("either",)])
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self.assertEqual(wrapper.call_count, 2)
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def test_wrapper_gets_sql(self):
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wrapper = self.mock_wrapper()
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sql = "SELECT 'aloha'" + connection.features.bare_select_suffix
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with connection.execute_wrapper(wrapper), connection.cursor() as cursor:
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cursor.execute(sql)
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(_, reported_sql, _, _, _), _ = wrapper.call_args
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self.assertEqual(reported_sql, sql)
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def test_wrapper_connection_specific(self):
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wrapper = self.mock_wrapper()
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with connections['other'].execute_wrapper(wrapper):
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self.assertEqual(connections['other'].execute_wrappers, [wrapper])
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self.call_execute(connection)
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self.assertFalse(wrapper.called)
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self.assertEqual(connection.execute_wrappers, [])
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self.assertEqual(connections['other'].execute_wrappers, [])
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