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import itertools
import re
from typing import (
TYPE_CHECKING,
Any,
Iterable,
List,
Literal,
NamedTuple,
Tuple,
Type,
TypeVar,
Union,
cast,
overload,
)
from asgiref.sync import sync_to_async
from django import __version__ as DJANGO_VERSION
from django.core.exceptions import ImproperlyConfigured
from django.db import connections, models
from django.db.models import expressions
from django.db.models.sql.compiler import SQLCompiler
from django.utils import timezone
from django.utils.version import get_version_tuple
if TYPE_CHECKING:
from typing_extensions import Final, TypeAlias
UpdateFieldsTypeDef: "TypeAlias" = Union[
List[str], List["UpdateField"], List[Union["UpdateField", str]], None
]
_M = TypeVar("_M", bound=models.Model)
QuerySet: "TypeAlias" = Union[Type[_M], models.QuerySet[_M]]
AnyField: "TypeAlias" = "models.Field[Any, Any]"
Expression: "TypeAlias" = "models.Expression | models.F"
_PRECISION_SPECIFIER_RE: "Final" = re.compile(r"\(.*?\)")
class _DB_DEFAULT:
"""Sentinel value for a database default."""
if TYPE_CHECKING:
from django.db import DefaultConnectionProxy
from django.db.backends.utils import CursorWrapper
class Row(NamedTuple):
"""Represents a row returned by an upsert operation."""
status_: Literal["u", "c"]
def __getattr__(self, item: str) -> Any: ...
def _psycopg_version() -> Tuple[int, int, int]:
try:
import psycopg as Database # type: ignore
except ImportError:
import psycopg2 as Database
except Exception as exc: # pragma: no cover
raise ImproperlyConfigured("Error loading psycopg2 or psycopg module") from exc
version_tuple = get_version_tuple(Database.__version__.split(" ", 1)[0]) # type: ignore
if version_tuple[0] not in (2, 3): # pragma: no cover
raise ImproperlyConfigured(f"Pysocpg version {version_tuple[0]} not supported")
return version_tuple
django_version = DJANGO_VERSION
psycopg_version = _psycopg_version()
psycopg_maj_version = psycopg_version[0]
if psycopg_maj_version == 2:
from psycopg2.extensions import quote_ident # type: ignore
elif psycopg_maj_version == 3:
import psycopg.adapt # type: ignore
from psycopg.pq import Escaping # type: ignore
class LiteralValue: # pragma: no cover
def __init__(self, val: str) -> None:
self.val = val
class LiteralDumper(psycopg.adapt.Dumper): # pragma: no cover # type: ignore
def dump(self, obj: Any) -> bytes:
return obj.val.encode("utf-8")
def quote(self, obj: Any) -> bytes:
return self.dump(obj)
else:
raise AssertionError
class UpdateField(str):
"""
For expressing an update field as an expression to an upsert
operation.
Example:
results = pgbulk.upsert(
MyModel,
[
MyModel(some_int_field=0, some_key="a"),
MyModel(some_int_field=0, some_key="b")
],
["some_key"],
[
pgbulk.UpdateField(
"some_int_field",
expression=models.F('some_int_field') + 1
)
],
)
"""
expression: Union[Expression, None]
def __new__(cls, field: str, expression: Union[Expression, None] = None) -> "UpdateField":
obj = super().__new__(cls, field)
obj.expression = expression
return obj
class UpsertResult(List["Row"]):
"""
Returned by [pgbulk.upsert][] when the `returning` argument is provided.
Wraps a list of named tuples where the names correspond to the underlying
Django model attribute names.
Also provides properties to access created and updated rows.
"""
@property
def created(self) -> List["Row"]:
"""Return the created rows"""
return [i for i in self if i.status_ == "c"]
@property
def updated(self) -> List["Row"]:
"""Return the updated rows"""
return [i for i in self if i.status_ == "u"]
def _quote(field: str, cursor: "CursorWrapper") -> str:
"""Quote identifiers."""
if psycopg_maj_version == 2:
return quote_ident(field, cursor.connection) # type: ignore
else:
return (
Escaping(cursor.connection.pgconn) # type: ignore
.escape_identifier(field.encode())
.decode()
)
def _filter_fields(
queryset: models.QuerySet[_M],
fields: UpdateFieldsTypeDef,
exclude: Union[List[str], None] = None,
exclude_non_updatable: bool = True,
) -> List[Union[str, UpdateField]]:
"""
Filter fields.
Always exclude non-concrete fields and auto fields.
Optionally exclude auto_now_add and primary keys.
"""
exclude = exclude or []
model = queryset.model
model_fields = _model_fields(model)
all_fields = {
**{field.attname: field for field in model_fields},
**{field.name: field for field in model_fields},
}
if fields is None:
fields = [field.attname for field in model_fields]
to_update = [
attname
for attname in fields
if (
attname not in exclude
and not isinstance(all_fields[attname], models.AutoField)
and (
not exclude_non_updatable
or (
not getattr(all_fields[attname], "auto_now_add", False)
and not all_fields[attname].primary_key
)
)
)
]
return to_update
def _fill_auto_fields(queryset: models.QuerySet[_M], values: Iterable[_M]) -> Iterable[_M]:
"""
Given a list of models, fill in auto_now and auto_now_add fields
for upserts. Since django manager utils passes Django's ORM, these values
have to be automatically constructed
"""
model = queryset.model
auto_field_names = [
f.attname
for f in _model_fields(model)
if getattr(f, "auto_now", False) or getattr(f, "auto_now_add", False)
]
now = timezone.now()
for value in values:
for f in auto_field_names:
setattr(value, f, now)
return values
def _prep_sql_args(
queryset: models.QuerySet[_M],
cursor: "CursorWrapper",
sql_args: List[Any],
) -> List[Any]:
if psycopg_maj_version == 3:
cursor.adapters.register_dumper(LiteralValue, LiteralDumper) # type: ignore
compiler = SQLCompiler(
query=queryset.query,
connection=cursor.connection,
using=queryset.using, # type: ignore
)
return [
LiteralValue(cursor.mogrify(*sql_arg.as_sql(compiler, cursor.connection)).decode("utf-8"))
if hasattr(sql_arg, "as_sql")
else sql_arg
for sql_arg in sql_args
]
def _value_is_db_default(value: Any) -> bool:
"""Check if the value is a database default, they were introduced in Django 5.0"""
return django_version >= "5.0" and isinstance(value, expressions.DatabaseDefault) # type: ignore - missing stubs
def _get_field_db_val(
queryset: models.QuerySet[_M],
field: AnyField,
value: Any,
connection: "DefaultConnectionProxy",
*,
copying: bool = False,
) -> "Any | type[_DB_DEFAULT]":
if _value_is_db_default(value):
if not copying:
return _DB_DEFAULT
else:
raise ValueError(
(
"DB defaults are not supported when copying, "
"please provide an ORM default with `default=`"
)
)
elif hasattr(value, "resolve_expression"): # pragma: no cover
# Handle cases when the field is of type "Func" and other expressions.
# This is useful for libraries like django-rdkit that can't easily be tested
return value.resolve_expression(queryset.query, allow_joins=False, for_save=True)
else:
return field.get_db_prep_save(value, connection)
def _sort_by_unique_fields(
queryset: models.QuerySet[_M],
model_objs: Iterable[_M],
unique_fields: List[str],
) -> List[_M]:
"""
Sort a list of models by their unique fields.
Sorting models in an upsert greatly reduces the chances of deadlock
when doing concurrent upserts
"""
model = queryset.model
connection = connections[queryset.db]
unique_db_fields = [field for field in _model_fields(model) if field.attname in unique_fields]
def sort_key(model_obj: _M) -> Tuple[Any, ...]:
return tuple(
_get_field_db_val(queryset, field, getattr(model_obj, field.attname), connection)
for field in unique_db_fields
)
return sorted(model_objs, key=sort_key)
def _get_values_for_row(
queryset: models.QuerySet[_M],
model_obj: _M,
all_fields: List[AnyField],
*,
copying: bool = False,
) -> List[Any]:
connection = connections[queryset.db]
return [
# Convert field value to db value
# Use attname here to support fields with custom db_column names
_get_field_db_val(
queryset, field, getattr(model_obj, field.attname), connection, copying=copying
)
for field in all_fields
]
def _format_placeholders_row(
values_for_row: List[Any],
all_fields: List[AnyField],
connection: "DefaultConnectionProxy",
*,
include_cast: bool,
) -> str:
placeholders = ", ".join(
f"{'%s'}{f'::{field.db_type(connection)}' if include_cast else ''}"
if val is not _DB_DEFAULT
else "DEFAULT"
for val, field in zip(values_for_row, all_fields)
)
return f"({placeholders})"
def _get_values_for_rows(
queryset: models.QuerySet[_M],
model_objs: Iterable[_M],
all_fields: List[AnyField],
) -> Tuple[List[str], List[Any]]:
connection = connections[queryset.db]
row_values: List[str] = []
sql_args: List[Any] = []
for i, model_obj in enumerate(model_objs):
values_for_row = _get_values_for_row(queryset, model_obj, all_fields)
sql_args.extend((val for val in values_for_row if val is not _DB_DEFAULT))
if i == 0:
row_values.append(
_format_placeholders_row(values_for_row, all_fields, connection, include_cast=True)
)
else:
row_values.append(
_format_placeholders_row(
values_for_row, all_fields, connection, include_cast=False
)
)
return row_values, sql_args
def _get_returning_sql(
returning: Union[List[str], bool],
model: Type[models.Model],
cursor: "CursorWrapper",
include_status: bool,
) -> str:
returning = returning if returning is not True else [f.column for f in _model_fields(model)]
if not returning:
return ""
table = _quote(model._meta.db_table, cursor)
returning_sql = ", ".join(f"{table}.{_quote(field, cursor)}" for field in returning)
if include_status:
returning_sql += ", CASE WHEN xmax = 0 THEN 'c' ELSE 'u' END AS status_"
return "RETURNING " + returning_sql
def _model_fields(model: Type[models.Model]) -> List["models.Field[Any, Any]"]:
"""Return the fields of a model, excluding generated and non-concrete ones."""
return [f for f in model._meta.fields if not getattr(f, "generated", False) and f.concrete]
def _get_update_fields_sql(
queryset: models.QuerySet[_M],
fields: List[Union[str, UpdateField]],
alias: str,
ignore_unchanged: bool,
cursor: "CursorWrapper",
) -> Tuple[str, str]:
"""Render the SET and WHERE clause of update for every update field.
If the WHERE clause is returned, it means we're ignoring unchanged rows.
"""
connection = connections[queryset.db]
model = queryset.model
cols = [model._meta.get_field(update_field).column for update_field in fields]
update_expressions = {
f: f.expression for f in fields if isinstance(f, UpdateField) and f.expression
}
update_fields_expressions = {col: f"{alias}.{_quote(col, cursor)}" for col in cols}
if update_expressions:
connection = connections[queryset.db]
compiler = SQLCompiler(query=queryset.query, connection=connection, using=queryset.using) # type: ignore
with connection.cursor() as cursor:
for field_name, expr in update_expressions.items():
expr = expr.resolve_expression(queryset.query, allow_joins=False, for_save=True)
val = cursor.mogrify(*expr.as_sql(compiler, connection)) # type: ignore
val = cast(Union[str, bytes], val)
if isinstance(val, bytes): # Psycopg 2/3 return different types
val = val.decode("utf-8")
update_fields_expressions[model._meta.get_field(field_name).column] = val
set_sql = ", ".join(
f"{_quote(col, cursor)} = {update_fields_expressions[col]}" for col in cols
)
ignore_unchanged_sql = ""
if ignore_unchanged and cols:
ignore_unchanged_sql = ("(({fields_sql}) IS DISTINCT FROM ({expressions_sql}))").format(
fields_sql=", ".join(
"{0}.{1}".format(_quote(model._meta.db_table, cursor), _quote(col, cursor))
for col in cols
),
expressions_sql=", ".join(update_fields_expressions.values()),
)
return set_sql, ignore_unchanged_sql
def _get_upsert_sql(
queryset: models.QuerySet[_M],
model_objs: Iterable[_M],
unique_fields: List[str],
update_fields: List[Union[str, UpdateField]],
returning: Union[List[str], bool],
ignore_unchanged: bool,
cursor: "CursorWrapper",
) -> Tuple[str, List[Any]]:
"""
Generates the postgres specific sql necessary to perform an upsert
(ON CONFLICT) INSERT INTO table_name (field1, field2)
VALUES (1, 'two')
ON CONFLICT (unique_field) DO UPDATE SET field2 = EXCLUDED.field2;
"""
model = queryset.model
# Use all fields except auto fields unless in the uniqueness constraint
all_fields = [
field
for field in _model_fields(model)
if field.column in unique_fields or not isinstance(field, models.AutoField)
]
all_field_names = [field.column for field in all_fields]
all_field_names_sql = ", ".join([_quote(field, cursor) for field in all_field_names])
# Convert field names to db column names
unique_db_cols = [model._meta.get_field(unique_field).column for unique_field in unique_fields]
update_db_cols = [model._meta.get_field(update_field).column for update_field in update_fields]
row_values, sql_args = _get_values_for_rows(queryset, model_objs, all_fields)
unique_field_names_sql = ", ".join([_quote(col, cursor) for col in unique_db_cols])
update_fields_sql, ignore_unchanged_sql = _get_update_fields_sql(
queryset=queryset,
fields=update_fields,
alias="EXCLUDED",
ignore_unchanged=ignore_unchanged,
cursor=cursor,
)
if ignore_unchanged_sql:
ignore_unchanged_sql = f"WHERE {ignore_unchanged_sql}"
return_sql = _get_returning_sql(returning, model=model, cursor=cursor, include_status=True)
on_conflict = (
"DO UPDATE SET {0} {1}".format(update_fields_sql, ignore_unchanged_sql)
if update_db_cols
else "DO NOTHING"
)
row_values_sql = ", ".join(row_values)
sql = (
" INSERT INTO {table_name} ({all_field_names_sql})"
" VALUES {row_values_sql}"
" ON CONFLICT ({unique_field_names_sql}) {on_conflict} {return_sql}"
).format(
table_name=model._meta.db_table,
all_field_names_sql=all_field_names_sql,
row_values_sql=row_values_sql,
unique_field_names_sql=unique_field_names_sql,
on_conflict=on_conflict,
return_sql=return_sql,
)
return sql, sql_args
def _upsert(
queryset: models.QuerySet[_M],
model_objs: Iterable[_M],
unique_fields: List[str],
update_fields: UpdateFieldsTypeDef,
exclude: Union[List[str], None],
returning: Union[List[str], bool],
ignore_unchanged: bool,
cursor: "CursorWrapper",
) -> Union[UpsertResult, None]:
"""Internal implementation of bulk upsert."""
exclude = exclude or []
# Populate automatically generated fields in the rows like date times
_fill_auto_fields(queryset, model_objs)
# Sort the rows to reduce the chances of deadlock during concurrent upserts
model_objs = _sort_by_unique_fields(queryset, model_objs, unique_fields)
update_fields = _filter_fields(queryset, update_fields, exclude=[*exclude, *unique_fields]) # type: ignore
upserted: List["Row"] = []
if model_objs:
sql, sql_args = _get_upsert_sql(
queryset,
model_objs,
unique_fields=unique_fields,
update_fields=update_fields,
returning=returning,
ignore_unchanged=ignore_unchanged,
cursor=cursor,
)
sql_args = _prep_sql_args(queryset, cursor=cursor, sql_args=sql_args)
cursor.execute(sql, sql_args)
if cursor.description:
result = [(col.name, Any) for col in cursor.description]
nt_result = NamedTuple("Result", result)
upserted = cast(List["Row"], [nt_result(*row) for row in cursor.fetchall()])
return UpsertResult(upserted) if returning else None
def _update(
queryset: models.QuerySet[_M],
model_objs: Iterable[_M],
update_fields: Union[List[str], None],
exclude: Union[List[str], None],
returning: Union[List[str], bool],
ignore_unchanged: bool,
cursor: "CursorWrapper",
) -> Union[List["Row"], None]:
"""
Core update implementation
"""
model = queryset.model
connection = connections[queryset.db]
alias = "new_values"
update_fields = _filter_fields(queryset, update_fields, exclude) # type: ignore
update_db_cols = [model._meta.get_field(update_field).column for update_field in update_fields]
# Sort the model objects to reduce the likelihood of deadlocks
model_objs = sorted(model_objs, key=lambda obj: obj.pk)
if not model._meta.pk: # pragma: no cover - for type-safety
raise ValueError("Model must have a primary key to perform a bulk update.")
# Add the pk to the value fields so we can join during the update.
value_fields = [model._meta.pk.attname] + update_fields
row_values = [
[
_get_field_db_val(
queryset,
model_obj._meta.get_field(field),
getattr(model_obj, model_obj._meta.get_field(field).attname),
connection,
)
for field in value_fields
]
for model_obj in model_objs
]
# If we do not have any values or fields to update, just return
if len(row_values) == 0 or len(update_fields) == 0:
return [] if returning else None
db_types = [model._meta.get_field(field).db_type(connection) for field in value_fields]
value_fields_sql = ", ".join(
"{field}".format(field=_quote(model._meta.get_field(field).column, cursor))
for field in value_fields
)
update_fields_sql = ", ".join(
"{field} = {alias}.{field}".format(field=_quote(col, cursor), alias=alias)
for col in update_db_cols
)
update_fields_sql, ignore_unchanged_sql = _get_update_fields_sql(
queryset=queryset,
fields=update_fields,
alias=alias,
ignore_unchanged=ignore_unchanged,
cursor=cursor,
)
values_sql = ", ".join(
[
"({0})".format(
", ".join(
[
"%s::{0}".format(db_types[i]) if not row_number and i else "%s"
for i, _ in enumerate(row)
]
)
)
for row_number, row in enumerate(row_values)
]
)
if ignore_unchanged_sql:
ignore_unchanged_sql = f"AND {ignore_unchanged_sql}"
update_sql = (
"UPDATE {table} "
"SET {update_fields_sql} "
"FROM (VALUES {values_sql}) AS {alias} ({value_fields_sql}) "
"WHERE {table}.{pk_field} = new_values.{pk_field} {ignore_unchanged_sql} "
"{returning_sql}"
).format(
table=_quote(model._meta.db_table, cursor),
pk_field=_quote(model._meta.pk.column, cursor),
alias=alias,
update_fields_sql=update_fields_sql,
values_sql=values_sql,
value_fields_sql=value_fields_sql,
ignore_unchanged_sql=ignore_unchanged_sql,
returning_sql=_get_returning_sql(
returning=returning, model=model, include_status=False, cursor=cursor
),
)
update_sql_params = list(itertools.chain(*row_values))
update_sql_params = _prep_sql_args(queryset, cursor=cursor, sql_args=update_sql_params)
cursor.execute(update_sql, update_sql_params)
updated: List["Row"] = []
if cursor.description:
result = [(col.name, Any) for col in cursor.description]
nt_result = NamedTuple("Result", result)
updated = cast(List["Row"], [nt_result(*row) for row in cursor.fetchall()])
return updated if returning else None
@overload
def update(
queryset: QuerySet[_M],
model_objs: Iterable[_M],
update_fields: Union[List[str], None] = None,
*,
exclude: Union[List[str], None] = None,
returning: Union[List[str], Literal[True]],
ignore_unchanged: bool = False,
) -> List["Row"]: ...
@overload
def update(
queryset: QuerySet[_M],
model_objs: Iterable[_M],
update_fields: Union[List[str], None] = None,
*,
exclude: Union[List[str], None] = None,
returning: Literal[False] = False,
ignore_unchanged: bool = False,
) -> None: ...
@overload
def update(
queryset: QuerySet[_M],
model_objs: Iterable[_M],
update_fields: Union[List[str], None] = None,
*,
exclude: Union[List[str], None] = None,
returning: Union[List[str], bool] = False,
ignore_unchanged: bool = False,
) -> Union[List["Row"], None]: ...
def update(
queryset: QuerySet[_M],
model_objs: Iterable[_M],
update_fields: Union[List[str], None] = None,
*,
exclude: Union[List[str], None] = None,
returning: Union[List[str], bool] = False,
ignore_unchanged: bool = False,
) -> Union[List["Row"], None]:
"""
Performs a bulk update.
Args:
queryset: A model or a queryset for the table being updated.
model_objs: Model object values to use for the update.
update_fields: A list of fields on the model objects to update.
If `None`, all fields will be updated.
exclude: A list of fields to exclude from the update. This is useful
when `update_fields` is `None` and you want to exclude fields from
being updated.
returning: If True, returns all fields. If a list, only returns fields
in the list. If False, do not return results from the upsert.
ignore_unchanged: Ignore unchanged rows in updates.
Note:
Model signals such as `post_save` are not emitted.
Returns:
If `returning=True`, an iterable list of all updated objects.
"""
queryset = queryset if isinstance(queryset, models.QuerySet) else queryset.objects.all()
with connections[queryset.db].cursor() as cursor:
return _update(
queryset=queryset,
model_objs=model_objs,
update_fields=update_fields,
exclude=exclude,
returning=returning,
ignore_unchanged=ignore_unchanged,
cursor=cursor,
)
@overload
async def aupdate(
queryset: QuerySet[_M],
model_objs: Iterable[_M],
update_fields: Union[List[str], None] = None,
*,
exclude: Union[List[str], None] = None,
returning: Union[List[str], Literal[True]],
ignore_unchanged: bool = False,
) -> List["Row"]: ...
@overload
async def aupdate(
queryset: QuerySet[_M],
model_objs: Iterable[_M],
update_fields: Union[List[str], None] = None,
*,
exclude: Union[List[str], None] = None,
returning: Literal[False] = False,
ignore_unchanged: bool = False,
) -> None: ...
@overload
async def aupdate(
queryset: QuerySet[_M],
model_objs: Iterable[_M],
update_fields: Union[List[str], None] = None,
*,
exclude: Union[List[str], None] = None,
returning: Union[List[str], bool] = False,
ignore_unchanged: bool = False,
) -> Union[List["Row"], None]: ...
async def aupdate(
queryset: QuerySet[_M],
model_objs: Iterable[_M],
update_fields: Union[List[str], None] = None,
*,
exclude: Union[List[str], None] = None,
returning: Union[List[str], bool] = False,
ignore_unchanged: bool = False,
) -> Union[List["Row"], None]:
"""
Perform an asynchronous bulk update.
See [pgbulk.update][]
Note:
Like other async Django ORM methods, `aupdate` currently wraps `update` in
a `sync_to_async` wrapper. It does not yet use an asynchronous database
driver but will in the future.
"""
return await sync_to_async(update)(
queryset,
model_objs,
update_fields=update_fields,
exclude=exclude,
returning=returning,
ignore_unchanged=ignore_unchanged,
)
@overload
def upsert(
queryset: QuerySet[_M],
model_objs: Iterable[_M],
unique_fields: List[str],
update_fields: UpdateFieldsTypeDef = None,
*,
exclude: Union[List[str], None] = None,
returning: Union[List[str], Literal[True]],
ignore_unchanged: bool = False,
) -> UpsertResult: ...
@overload
def upsert(
queryset: QuerySet[_M],
model_objs: Iterable[_M],
unique_fields: List[str],
update_fields: UpdateFieldsTypeDef = None,
*,
exclude: Union[List[str], None] = None,
returning: Literal[False] = False,
ignore_unchanged: bool = False,
) -> None: ...
@overload
def upsert(
queryset: QuerySet[_M],
model_objs: Iterable[_M],
unique_fields: List[str],
update_fields: UpdateFieldsTypeDef = None,
*,
exclude: Union[List[str], None] = None,
returning: Union[List[str], bool] = False,
ignore_unchanged: bool = False,
) -> Union[UpsertResult, None]: ...
def upsert(
queryset: QuerySet[_M],
model_objs: Iterable[_M],
unique_fields: List[str],
update_fields: UpdateFieldsTypeDef = None,
*,
exclude: Union[List[str], None] = None,
returning: Union[List[str], bool] = False,
ignore_unchanged: bool = False,
) -> Union[UpsertResult, None]:
"""
Perform a bulk upsert.
Args:
queryset: A model or a queryset for the table being upserted.
model_objs: An iterable of Django models to upsert. All models
in this list will be bulk upserted.
unique_fields: A list of fields that define the uniqueness
of the model. The model must have a unique constraint on these
fields.
update_fields: A list of fields to update whenever objects already exist.
If an empty list is provided, it is equivalent to doing a bulk insert on
the objects that don't exist. If `None`, all fields will be updated.
If you want to perform an expression such as an `F` object on a field when
it is updated, use the [pgbulk.UpdateField][] class. See examples below.
exclude: A list of fields to exclude from the upsert. This is useful
when `update_fields` is `None` and you want to exclude fields from
being updated. This is additive to the `unique_fields` list.
returning: If True, returns all fields. If a list, only returns fields
in the list. If False, do not return results from the upsert.
ignore_unchanged: Ignore unchanged rows in updates.
Returns:
If `returning=True`, the upserted result, an iterable list of all upsert objects.
Use the `.updated` and `.created` attributes to iterate over created or updated
elements.
Note:
Model signals such as `post_save` are not emitted.
"""
queryset = queryset if isinstance(queryset, models.QuerySet) else queryset.objects.all()
with connections[queryset.db].cursor() as cursor:
return _upsert(
queryset,
model_objs,
unique_fields=unique_fields,
update_fields=update_fields,
returning=returning,
exclude=exclude,
ignore_unchanged=ignore_unchanged,
cursor=cursor,
)
@overload
async def aupsert(
queryset: QuerySet[_M],
model_objs: Iterable[_M],
unique_fields: List[str],
update_fields: UpdateFieldsTypeDef = None,
*,
exclude: Union[List[str], None] = None,
returning: Union[List[str], Literal[True]],
ignore_unchanged: bool = False,
) -> UpsertResult: ...
@overload
async def aupsert(
queryset: QuerySet[_M],
model_objs: Iterable[_M],
unique_fields: List[str],
update_fields: UpdateFieldsTypeDef = None,
*,
exclude: Union[List[str], None] = None,
returning: Literal[False] = False,
ignore_unchanged: bool = False,
) -> None: ...
@overload
async def aupsert(
queryset: QuerySet[_M],
model_objs: Iterable[_M],
unique_fields: List[str],
update_fields: UpdateFieldsTypeDef = None,
*,
exclude: Union[List[str], None] = None,
returning: Union[List[str], bool] = False,
ignore_unchanged: bool = False,
) -> Union[UpsertResult, None]: ...
async def aupsert(
queryset: QuerySet[_M],
model_objs: Iterable[_M],
unique_fields: List[str],
update_fields: UpdateFieldsTypeDef = None,
*,
exclude: Union[List[str], None] = None,
returning: Union[List[str], bool] = False,
ignore_unchanged: bool = False,
) -> Union[UpsertResult, None]:
"""
Perform an asynchronous bulk upsert.
See [pgbulk.upsert][]
Note:
Like other async Django ORM methods, `aupsert` currently wraps `upsert` in
a `sync_to_async` wrapper. It does not yet use an asynchronous database
driver but will in the future.
"""
return await sync_to_async(upsert)(
queryset,
model_objs,
unique_fields=unique_fields,
update_fields=update_fields,
returning=returning,
exclude=exclude,
ignore_unchanged=ignore_unchanged,
)
def _postgres_types_for_fields(
fields: List["models.Field[Any, Any]"],
connection: "DefaultConnectionProxy",
) -> List[str]:
def _simplify_type(field_type: str) -> str:
# Remove any size/precision/scale information, as Psycopg doesn't accept it.
return _PRECISION_SPECIFIER_RE.sub("", field_type)
return [_simplify_type(field.db_type(connection=connection)) for field in fields]
def copy(
queryset: QuerySet[_M],
model_objs: Iterable[_M],
copy_fields: UpdateFieldsTypeDef = None,
*,
exclude: Union[List[str], None] = None,
binary: bool = False,
) -> None:
"""
Copy data into a table.
Args:
queryset: queryset: A model or a queryset for the table being copied into.
model_objs: An iterable of Django models to copy.
copy_fields: A list of fields on the model objects to copy.
If `None`, all fields will be copied.
exclude: A list of fields to exclude from the copy. This is useful
when `copy_fields` is `None` and you want to exclude fields from
being copied.
binary: If True, copy data in binary format.
This can yield improved performance for large datasets.
Note:
Model signals such as `post_save` are not emitted.
"""
if psycopg_maj_version == 2: # pragma: no cover
raise RuntimeError("Only psycopg3 is supported for pgbulk.copy.")
queryset = queryset if isinstance(queryset, models.QuerySet) else queryset.objects.all()
model = queryset.model
# Populate automatically-generated fields in the rows like date times
_fill_auto_fields(queryset, model_objs)
# Determine which fields should be copied
fields = [
model._meta.get_field(field)
for field in _filter_fields(
queryset, copy_fields, exclude=exclude, exclude_non_updatable=False
)
]
cols = [field.column for field in fields]
connection = connections[queryset.db]
with connection.cursor() as cursor:
all_field_names_sql = ", ".join([_quote(col, cursor) for col in cols])
copy_sql = (
f"COPY {_quote(model._meta.db_table, cursor)} ({all_field_names_sql}) FROM STDIN"
)
if binary:
copy_sql += " WITH (FORMAT BINARY)"
with cursor.copy(copy_sql) as copier: # type: ignore
if binary:
postgres_types = _postgres_types_for_fields(fields, connection)
copier.set_types(postgres_types) # type: ignore
for model_obj in model_objs:
row = _get_values_for_row(queryset, model_obj, fields, copying=True)
copier.write_row(row) # type: ignore
async def acopy(
queryset: QuerySet[_M],
model_objs: Iterable[_M],
copy_fields: UpdateFieldsTypeDef = None,
*,
exclude: Union[List[str], None] = None,
binary: bool = False,
) -> None:
"""
Asynchronously copy data into a table.
See [pgbulk.copy][]
Note:
Like other async Django ORM methods, `acopy` currently wraps `copy` in
a `sync_to_async` wrapper. It does not yet use an asynchronous database
driver but will in the future.
"""
return await sync_to_async(copy)(
queryset,
model_objs,
copy_fields=copy_fields,
exclude=exclude,
binary=binary,
)
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