django-cachalot/cachalot/utils.py
2023-04-04 15:28:15 -04:00

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import datetime
from decimal import Decimal
from hashlib import sha1
from time import time
from typing import TYPE_CHECKING
from uuid import UUID
from django.contrib.postgres.functions import TransactionNow
from django.db import connections
from django.db.models import Exists, QuerySet, Subquery
from django.db.models.expressions import RawSQL
from django.db.models.functions import Now
from django.db.models.sql import Query, AggregateQuery
from django.db.models.sql.where import ExtraWhere, WhereNode, NothingNode
from .settings import ITERABLES, cachalot_settings
from .transaction import AtomicCache
if TYPE_CHECKING:
from django.db.models.expressions import BaseExpression
class UncachableQuery(Exception):
pass
class IsRawQuery(Exception):
pass
CACHABLE_PARAM_TYPES = {
bool, int, float, Decimal, bytearray, bytes, str, type(None),
datetime.date, datetime.time, datetime.datetime, datetime.timedelta, UUID,
}
UNCACHABLE_FUNCS = {Now, TransactionNow}
try:
from psycopg2 import Binary
from psycopg2.extras import (
NumericRange, DateRange, DateTimeRange, DateTimeTZRange, Inet, Json)
except ImportError:
pass
else:
CACHABLE_PARAM_TYPES.update((
Binary, NumericRange, DateRange, DateTimeRange, DateTimeTZRange, Inet,
Json,))
def check_parameter_types(params):
for p in params:
cl = p.__class__
if cl not in CACHABLE_PARAM_TYPES:
if cl in ITERABLES:
check_parameter_types(p)
elif cl is dict:
check_parameter_types(p.items())
else:
raise UncachableQuery
def get_query_cache_key(compiler):
"""
Generates a cache key from a SQLCompiler.
This cache key is specific to the SQL query and its context
(which database is used). The same query in the same context
(= the same database) must generate the same cache key.
:arg compiler: A SQLCompiler that will generate the SQL query
:type compiler: django.db.models.sql.compiler.SQLCompiler
:return: A cache key
:rtype: int
"""
sql, params = compiler.as_sql()
check_parameter_types(params)
cache_key = '%s:%s:%s' % (compiler.using, sql,
[str(p) for p in params])
# Set attribute on compiler for later access
# to the generated SQL. This prevents another as_sql() call!
compiler.__cachalot_generated_sql = sql.lower()
return sha1(cache_key.encode('utf-8')).hexdigest()
def get_table_cache_key(db_alias, table):
"""
Generates a cache key from a SQL table.
:arg db_alias: Alias of the used database
:type db_alias: str or unicode
:arg table: Name of the SQL table
:type table: str or unicode
:return: A cache key
:rtype: int
"""
cache_key = '%s:%s' % (db_alias, table)
return sha1(cache_key.encode('utf-8')).hexdigest()
def _get_tables_from_sql(connection, lowercased_sql, enable_quote: bool = False):
"""Returns names of involved tables after analyzing the final SQL query."""
return {table for table in (connection.introspection.django_table_names()
+ cachalot_settings.CACHALOT_ADDITIONAL_TABLES)
if _quote_table_name(table, connection, enable_quote) in lowercased_sql}
def _quote_table_name(table_name, connection, enable_quote: bool):
"""
Returns quoted table name.
Put database-specific quotation marks around the table name
to preven that tables with substrings of the table are considered.
E.g. cachalot_testparent must not return cachalot_test.
"""
return f'{connection.ops.quote_name(table_name)}' \
if enable_quote else table_name
def _find_rhs_lhs_subquery(side):
h_class = side.__class__
if h_class is Query:
return side
elif h_class is QuerySet:
return side.query
elif h_class in (Subquery, Exists): # Subquery allows QuerySet & Query
return side.query.query if side.query.__class__ is QuerySet else side.query
elif h_class in UNCACHABLE_FUNCS:
raise UncachableQuery
def _find_subqueries_in_where(children):
for child in children:
child_class = child.__class__
if child_class is WhereNode:
for grand_child in _find_subqueries_in_where(child.children):
yield grand_child
elif child_class is ExtraWhere:
raise IsRawQuery
elif child_class is NothingNode:
pass
else:
try:
child_rhs = child.rhs
child_lhs = child.lhs
except AttributeError:
raise UncachableQuery
rhs = _find_rhs_lhs_subquery(child_rhs)
if rhs is not None:
yield rhs
lhs = _find_rhs_lhs_subquery(child_lhs)
if lhs is not None:
yield lhs
def is_cachable(table):
whitelist = cachalot_settings.CACHALOT_ONLY_CACHABLE_TABLES
if whitelist and table not in whitelist:
return False
return table not in cachalot_settings.CACHALOT_UNCACHABLE_TABLES
def are_all_cachable(tables):
whitelist = cachalot_settings.CACHALOT_ONLY_CACHABLE_TABLES
if whitelist and not tables.issubset(whitelist):
return False
return tables.isdisjoint(cachalot_settings.CACHALOT_UNCACHABLE_TABLES)
def filter_cachable(tables):
whitelist = cachalot_settings.CACHALOT_ONLY_CACHABLE_TABLES
tables = tables.difference(cachalot_settings.CACHALOT_UNCACHABLE_TABLES)
if whitelist:
return tables.intersection(whitelist)
return tables
def _flatten(expression: 'BaseExpression'):
"""
Recursively yield this expression and all subexpressions, in
depth-first order.
Taken from Django 3.2 as the previous Django versions dont check
for existence of flatten.
"""
yield expression
for expr in expression.get_source_expressions():
if expr:
if hasattr(expr, 'flatten'):
yield from _flatten(expr)
else:
yield expr
def _get_tables(db_alias, query, compiler=False):
if query.select_for_update or (
not cachalot_settings.CACHALOT_CACHE_RANDOM
and '?' in query.order_by):
raise UncachableQuery
try:
if query.extra_select:
raise IsRawQuery
# Gets all tables already found by the ORM.
tables = set(query.table_map)
if query.get_meta():
tables.add(query.get_meta().db_table)
# Gets tables in subquery annotations.
for annotation in query.annotations.values():
if type(annotation) in UNCACHABLE_FUNCS:
raise UncachableQuery
for expression in _flatten(annotation):
if isinstance(expression, Subquery):
# Django 2.2 only: no query, only queryset
if not hasattr(expression, 'query'):
tables.update(_get_tables(db_alias, expression.queryset.query))
# Django 3+
else:
tables.update(_get_tables(db_alias, expression.query))
elif isinstance(expression, RawSQL):
sql = expression.as_sql(None, None)[0].lower()
tables.update(_get_tables_from_sql(connections[db_alias], sql))
# Gets tables in WHERE subqueries.
for subquery in _find_subqueries_in_where(query.where.children):
tables.update(_get_tables(db_alias, subquery))
# Gets tables in HAVING subqueries.
if isinstance(query, AggregateQuery):
try:
tables.update(_get_tables_from_sql(connections[db_alias], query.subquery))
except TypeError: # For Django 3.2+
tables.update(_get_tables(db_alias, query.inner_query))
# Gets tables in combined queries
# using `.union`, `.intersection`, or `difference`.
if query.combined_queries:
for combined_query in query.combined_queries:
tables.update(_get_tables(db_alias, combined_query))
except IsRawQuery:
sql = query.get_compiler(db_alias).as_sql()[0].lower()
tables = _get_tables_from_sql(connections[db_alias], sql)
else:
# Additional check of the final SQL.
# Potentially overlooked tables are added here. Tables may be overlooked by the regular checks
# as not all expressions are handled yet. This final check acts as safety net.
if cachalot_settings.CACHALOT_FINAL_SQL_CHECK:
if compiler:
# Access generated SQL stored when caching the query!
sql = compiler.__cachalot_generated_sql
else:
sql = query.get_compiler(db_alias).as_sql()[0].lower()
final_check_tables = _get_tables_from_sql(connections[db_alias], sql, enable_quote=True)
tables.update(final_check_tables)
if not are_all_cachable(tables):
raise UncachableQuery
return tables
def _get_table_cache_keys(compiler):
db_alias = compiler.using
get_table_cache_key = cachalot_settings.CACHALOT_TABLE_KEYGEN
return [get_table_cache_key(db_alias, t)
for t in _get_tables(db_alias, compiler.query, compiler)]
def _invalidate_tables(cache, db_alias, tables):
tables = filter_cachable(set(tables))
if not tables:
return
now = time()
get_table_cache_key = cachalot_settings.CACHALOT_TABLE_KEYGEN
cache.set_many(
{get_table_cache_key(db_alias, t): now for t in tables},
cachalot_settings.CACHALOT_TIMEOUT)
if isinstance(cache, AtomicCache):
cache.to_be_invalidated.update(tables)