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Add function for calculating sqlite batch size
Add default sqlite variable limit constant
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@ -4,10 +4,13 @@ from pathlib import Path
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from typing import Any
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from typing import Dict
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from typing import Optional
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from typing import Sequence
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from typing import Type
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from typing import TypeVar
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import peewee
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__title__ = "peewee-plus"
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__version__ = "0.1.0"
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__license__ = "MIT"
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@ -16,7 +19,86 @@ __url__ = "https://github.com/enpaul/peewee-plus/"
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__authors__ = ["Ethan Paul <24588726+enpaul@users.noreply.github.com>"]
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__all__ = ["PathField", "PrecisionFloatField", "JSONField", "EnumField"]
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__all__ = [
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"PathField",
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"PrecisionFloatField",
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"JSONField",
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"EnumField",
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"SQLITE_DEFAULT_VARIABLE_LIMIT",
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"calc_batch_size",
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]
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SQLITE_DEFAULT_VARIABLE_LIMIT: int = 999
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T = TypeVar("T", bound=peewee.Model)
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def calc_batch_size(
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models: Sequence[T], sqlite_variable_limit: int = SQLITE_DEFAULT_VARIABLE_LIMIT
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) -> int:
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"""Determine the batch size that should be used when performing queries
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This is intended to work around the query variable limit in SQLite. Critically this is a
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limit to the number of _variables_, not _records_ that can be referenced in a single query.
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The "correct" way to calculate this is to iterate over the model list and tally the number of
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changed fields, then add one for the table name, and each time you reach the
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``SQLITE_VARIABLE_LIMIT`` (which is a known constant) cut a new batch until all the models are
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processed. This is very complicated because peewee doesn't provide a simple way to reliably
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identify changed fields.
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The naive way to calculate this (i.e. the way this function does it) is to determine the
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maximum number of variables that _could be_ used to modify a record and use that as the
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constant batch limiter. The theoretical maximum number of variables associated with a single
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record is equal to the number of fields on that record, plus 1 (for the table name). This
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gives the batch size (i.e. number of records that can be modified in a single query) as:
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::
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999 / (len(fields) + 1)
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Where ``fields`` is an array of the fields that could be written on the record.
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Example usage:
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.. code-block:: python
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models = [MyModel(...), MyModel(...), MyModel(...), MyModel(...)]
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with database.atomic():
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MyModel.bulk_create(models, batch_size=calc_batch_size(models))
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.. note:: This function (pretty safely) requires that all the records in ``models`` are all
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instances of the same model.
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.. note:: This function just returns ``len(models)`` if the backend is anything other than
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:class:`peewee.SqliteDatabase`. This is because the limitation this function works
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around is only applicable to SQLite, so on other platforms the batch size can just
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be as large as possible. This also helps to support writing code that transparently
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supports multiple backends.
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:param models: Sequence of models to be created or updated that need to be batched
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:param sqlite_variable_limit: Number of variables that can be present in a single SQL query;
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this is defined at compile time in the SQLite bindings for the
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current platform and should not need to be changed unless using
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SQLite bindings that were compiled with custom parameters.
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:returns: Number of models that can be processed in a single batch
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"""
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# We need to inspect the models in the logic below, so if there are no models then just
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# return zero since the batch size doesn't matter anyway
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if not models:
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return 0
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if isinstance(
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models[0]._meta.database, # pylint: disable=protected-access
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peewee.SqliteDatabase,
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):
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return int(
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sqlite_variable_limit
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/ (len(models[0]._meta.fields) + 1) # pylint: disable=protected-access
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)
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return len(models)
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class PathField(peewee.CharField):
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45
tests/test_calc_batch_size.py
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45
tests/test_calc_batch_size.py
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@ -0,0 +1,45 @@
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# pylint: disable=redefined-outer-name
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# pylint: disable=missing-class-docstring
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# pylint: disable=too-few-public-methods
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# pylint: disable=unused-import
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import peewee
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import peewee_plus
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from .fixtures import fakedb
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def test_sqlite(fakedb):
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"""Test the calculation of batch sizes on SQLite"""
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class TestModel(peewee.Model):
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class Meta:
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database = fakedb
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data = peewee.IntegerField()
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models = [TestModel(item) for item in range(500)]
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assert (
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peewee_plus.calc_batch_size(models) <= peewee_plus.SQLITE_DEFAULT_VARIABLE_LIMIT
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)
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assert peewee_plus.calc_batch_size(models) < len(models)
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assert peewee_plus.calc_batch_size([]) == 0
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def test_non_sqlite():
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"""Test the calculation of batch sizes on non-SQLite"""
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class TestModel(peewee.Model):
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class Meta:
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database = peewee.DatabaseProxy()
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data = peewee.IntegerField()
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# Three is just chosen as an arbitrary multiplier to ensure the value is larger than the
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# sqlite variable limit
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assert peewee_plus.calc_batch_size(
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[
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TestModel(item)
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for item in range(peewee_plus.SQLITE_DEFAULT_VARIABLE_LIMIT * 3)
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]
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) == (peewee_plus.SQLITE_DEFAULT_VARIABLE_LIMIT * 3)
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