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Fixed #27639 -- Added chunk_size parameter to QuerySet.iterator().

François Freitag 7 년 전
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edee5a8de6
5개의 변경된 파일85개의 추가작업 그리고 11개의 파일을 삭제
  1. 8 5
      django/db/models/query.py
  2. 5 5
      django/db/models/sql/compiler.py
  3. 21 1
      docs/ref/models/querysets.txt
  4. 12 0
      docs/releases/2.0.txt
  5. 39 0
      tests/queries/test_iterator.py

+ 8 - 5
django/db/models/query.py

@@ -20,7 +20,7 @@ from django.db.models.expressions import F
 from django.db.models.fields import AutoField
 from django.db.models.functions import Trunc
 from django.db.models.query_utils import InvalidQuery, Q
-from django.db.models.sql.constants import CURSOR
+from django.db.models.sql.constants import CURSOR, GET_ITERATOR_CHUNK_SIZE
 from django.utils import timezone
 from django.utils.functional import cached_property, partition
 from django.utils.version import get_version
@@ -33,9 +33,10 @@ EmptyResultSet = sql.EmptyResultSet
 
 
 class BaseIterable:
-    def __init__(self, queryset, chunked_fetch=False):
+    def __init__(self, queryset, chunked_fetch=False, chunk_size=GET_ITERATOR_CHUNK_SIZE):
         self.queryset = queryset
         self.chunked_fetch = chunked_fetch
+        self.chunk_size = chunk_size
 
 
 class ModelIterable(BaseIterable):
@@ -47,7 +48,7 @@ class ModelIterable(BaseIterable):
         compiler = queryset.query.get_compiler(using=db)
         # Execute the query. This will also fill compiler.select, klass_info,
         # and annotations.
-        results = compiler.execute_sql(chunked_fetch=self.chunked_fetch)
+        results = compiler.execute_sql(chunked_fetch=self.chunked_fetch, chunk_size=self.chunk_size)
         select, klass_info, annotation_col_map = (compiler.select, compiler.klass_info,
                                                   compiler.annotation_col_map)
         model_cls = klass_info['model']
@@ -301,13 +302,15 @@ class QuerySet:
     # METHODS THAT DO DATABASE QUERIES #
     ####################################
 
-    def iterator(self):
+    def iterator(self, chunk_size=2000):
         """
         An iterator over the results from applying this QuerySet to the
         database.
         """
+        if chunk_size <= 0:
+            raise ValueError('Chunk size must be strictly positive.')
         use_chunked_fetch = not connections[self.db].settings_dict.get('DISABLE_SERVER_SIDE_CURSORS')
-        return iter(self._iterable_class(self, chunked_fetch=use_chunked_fetch))
+        return iter(self._iterable_class(self, chunked_fetch=use_chunked_fetch, chunk_size=chunk_size))
 
     def aggregate(self, *args, **kwargs):
         """

+ 5 - 5
django/db/models/sql/compiler.py

@@ -883,7 +883,7 @@ class SQLCompiler:
         self.query.set_extra_mask(['a'])
         return bool(self.execute_sql(SINGLE))
 
-    def execute_sql(self, result_type=MULTI, chunked_fetch=False):
+    def execute_sql(self, result_type=MULTI, chunked_fetch=False, chunk_size=GET_ITERATOR_CHUNK_SIZE):
         """
         Run the query against the database and return the result(s). The
         return value is a single data item if result_type is SINGLE, or an
@@ -937,7 +937,8 @@ class SQLCompiler:
 
         result = cursor_iter(
             cursor, self.connection.features.empty_fetchmany_value,
-            self.col_count
+            self.col_count,
+            chunk_size,
         )
         if not chunked_fetch and not self.connection.features.can_use_chunked_reads:
             try:
@@ -1298,14 +1299,13 @@ class SQLAggregateCompiler(SQLCompiler):
         return sql, params
 
 
-def cursor_iter(cursor, sentinel, col_count):
+def cursor_iter(cursor, sentinel, col_count, itersize):
     """
     Yield blocks of rows from a cursor and ensure the cursor is closed when
     done.
     """
     try:
-        for rows in iter((lambda: cursor.fetchmany(GET_ITERATOR_CHUNK_SIZE)),
-                         sentinel):
+        for rows in iter((lambda: cursor.fetchmany(itersize)), sentinel):
             yield [r[0:col_count] for r in rows]
     finally:
         cursor.close()

+ 21 - 1
docs/ref/models/querysets.txt

@@ -2004,7 +2004,7 @@ If you pass ``in_bulk()`` an empty list, you'll get an empty dictionary.
 ``iterator()``
 ~~~~~~~~~~~~~~
 
-.. method:: iterator()
+.. method:: iterator(chunk_size=2000)
 
 Evaluates the ``QuerySet`` (by performing the query) and returns an iterator
 (see :pep:`234`) over the results. A ``QuerySet`` typically caches its results
@@ -2033,6 +2033,11 @@ set into memory.
 
 The Oracle database driver always uses server-side cursors.
 
+With server-side cursors, the ``chunk_size`` parameter specifies the number of
+results to cache at the database driver level. Fetching bigger chunks
+diminishes the number of round trips between the database driver and the
+database, at the expense of memory.
+
 On PostgreSQL, server-side cursors will only be used when the
 :setting:`DISABLE_SERVER_SIDE_CURSORS <DATABASE-DISABLE_SERVER_SIDE_CURSORS>`
 setting is ``False``. Read :ref:`transaction-pooling-server-side-cursors` if
@@ -2048,10 +2053,25 @@ drivers load the entire result set into memory. The result set is then
 transformed into Python row objects by the database adapter using the
 ``fetchmany()`` method defined in :pep:`249`.
 
+The ``chunk_size`` parameter controls the size of batches Django retrieves from
+the database driver. Larger batches decrease the overhead of communicating with
+the database driver at the expense of a slight increase in memory consumption.
+
+The default value of ``chunk_size``, 2000, comes from `a calculation on the
+psycopg mailing list <https://www.postgresql.org/message-id/4D2F2C71.8080805%40dndg.it>`_:
+
+    Assuming rows of 10-20 columns with a mix of textual and numeric data, 2000
+    is going to fetch less than 100KB of data, which seems a good compromise
+    between the number of rows transferred and the data discarded if the loop
+    is exited early.
+
 .. versionchanged:: 1.11
 
     PostgreSQL support for server-side cursors was added.
 
+.. versionchanged:: 2.0
+
+    The ``chunk_size`` parameter was added.
 
 ``latest()``
 ~~~~~~~~~~~~

+ 12 - 0
docs/releases/2.0.txt

@@ -214,6 +214,11 @@ Models
 
   .. _`identity columns`: https://docs.oracle.com/database/121/DRDAA/migr_tools_feat.htm#DRDAA109
 
+* The new ``chunk_size`` parameter of :meth:`.QuerySet.iterator` controls the
+  number of rows fetched by the Python database client when streaming results
+  from the database. For databases that don't support server-side cursors, it
+  controls the number of results Django fetches from the database adapter.
+
 Requests and Responses
 ~~~~~~~~~~~~~~~~~~~~~~
 
@@ -280,6 +285,13 @@ Database backend API
   attribute with the name of the database that your backend works with. Django
   may use it in various messages, such as in system checks.
 
+* To improve performance when streaming large result sets from the database,
+  :meth:`.QuerySet.iterator` now fetches 2000 rows at a time instead of 100.
+  The old behavior can be restored using the ``chunk_size`` parameter. For
+  example::
+
+      Book.objects.iterator(chunk_size=100)
+
 Dropped support for Oracle 11.2
 -------------------------------
 

+ 39 - 0
tests/queries/test_iterator.py

@@ -0,0 +1,39 @@
+import datetime
+from unittest import mock
+
+from django.db.models.sql.compiler import cursor_iter
+from django.test import TestCase
+
+from .models import Article
+
+
+class QuerySetIteratorTests(TestCase):
+    itersize_index_in_mock_args = 3
+
+    @classmethod
+    def setUpTestData(cls):
+        Article.objects.create(name='Article 1', created=datetime.datetime.now())
+        Article.objects.create(name='Article 2', created=datetime.datetime.now())
+
+    def test_iterator_invalid_chunk_size(self):
+        for size in (0, -1):
+            with self.subTest(size=size):
+                with self.assertRaisesMessage(ValueError, 'Chunk size must be strictly positive.'):
+                    Article.objects.iterator(chunk_size=size)
+
+    def test_default_iterator_chunk_size(self):
+        qs = Article.objects.iterator()
+        with mock.patch('django.db.models.sql.compiler.cursor_iter', side_effect=cursor_iter) as cursor_iter_mock:
+            next(qs)
+        self.assertEqual(cursor_iter_mock.call_count, 1)
+        mock_args, _mock_kwargs = cursor_iter_mock.call_args
+        self.assertEqual(mock_args[self.itersize_index_in_mock_args], 2000)
+
+    def test_iterator_chunk_size(self):
+        batch_size = 3
+        qs = Article.objects.iterator(chunk_size=batch_size)
+        with mock.patch('django.db.models.sql.compiler.cursor_iter', side_effect=cursor_iter) as cursor_iter_mock:
+            next(qs)
+        self.assertEqual(cursor_iter_mock.call_count, 1)
+        mock_args, _mock_kwargs = cursor_iter_mock.call_args
+        self.assertEqual(mock_args[self.itersize_index_in_mock_args], batch_size)