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peewee.py
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peewee.py
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from bisect import bisect_left
from bisect import bisect_right
from contextlib import contextmanager
from copy import deepcopy
from functools import wraps
from inspect import isclass
import calendar
import collections
import datetime
import decimal
import hashlib
import itertools
import logging
import operator
import re
import socket
import struct
import sys
import threading
import time
import uuid
import warnings
try:
from collections.abc import Mapping
except ImportError:
from collections import Mapping
try:
from pysqlite3 import dbapi2 as pysq3
except ImportError:
try:
from pysqlite2 import dbapi2 as pysq3
except ImportError:
pysq3 = None
try:
import sqlite3
except ImportError:
sqlite3 = pysq3
else:
if pysq3 and pysq3.sqlite_version_info >= sqlite3.sqlite_version_info:
sqlite3 = pysq3
try:
from psycopg2cffi import compat
compat.register()
except ImportError:
pass
try:
import psycopg2
from psycopg2 import extensions as pg_extensions
try:
from psycopg2 import errors as pg_errors
except ImportError:
pg_errors = None
except ImportError:
psycopg2 = pg_errors = None
mysql_passwd = False
try:
import pymysql as mysql
except ImportError:
try:
import MySQLdb as mysql
mysql_passwd = True
except ImportError:
mysql = None
__version__ = '3.13.2'
__all__ = [
'AsIs',
'AutoField',
'BareField',
'BigAutoField',
'BigBitField',
'BigIntegerField',
'BinaryUUIDField',
'BitField',
'BlobField',
'BooleanField',
'Case',
'Cast',
'CharField',
'Check',
'chunked',
'Column',
'CompositeKey',
'Context',
'Database',
'DatabaseError',
'DatabaseProxy',
'DataError',
'DateField',
'DateTimeField',
'DecimalField',
'DeferredForeignKey',
'DeferredThroughModel',
'DJANGO_MAP',
'DoesNotExist',
'DoubleField',
'DQ',
'EXCLUDED',
'Field',
'FixedCharField',
'FloatField',
'fn',
'ForeignKeyField',
'IdentityField',
'ImproperlyConfigured',
'Index',
'IntegerField',
'IntegrityError',
'InterfaceError',
'InternalError',
'IPField',
'JOIN',
'ManyToManyField',
'Model',
'ModelIndex',
'MySQLDatabase',
'NotSupportedError',
'OP',
'OperationalError',
'PostgresqlDatabase',
'PrimaryKeyField', # XXX: Deprecated, change to AutoField.
'prefetch',
'ProgrammingError',
'Proxy',
'QualifiedNames',
'SchemaManager',
'SmallIntegerField',
'Select',
'SQL',
'SqliteDatabase',
'Table',
'TextField',
'TimeField',
'TimestampField',
'Tuple',
'UUIDField',
'Value',
'ValuesList',
'Window',
]
try: # Python 2.7+
from logging import NullHandler
except ImportError:
class NullHandler(logging.Handler):
def emit(self, record):
pass
logger = logging.getLogger('peewee')
logger.addHandler(NullHandler())
if sys.version_info[0] == 2:
text_type = unicode
bytes_type = str
buffer_type = buffer
izip_longest = itertools.izip_longest
callable_ = callable
exec('def reraise(tp, value, tb=None): raise tp, value, tb')
def print_(s):
sys.stdout.write(s)
sys.stdout.write('\n')
else:
import builtins
try:
from collections.abc import Callable
except ImportError:
from collections import Callable
from functools import reduce
callable_ = lambda c: isinstance(c, Callable)
text_type = str
bytes_type = bytes
buffer_type = memoryview
basestring = str
long = int
print_ = getattr(builtins, 'print')
izip_longest = itertools.zip_longest
def reraise(tp, value, tb=None):
if value.__traceback__ is not tb:
raise value.with_traceback(tb)
raise value
if sqlite3:
sqlite3.register_adapter(decimal.Decimal, str)
sqlite3.register_adapter(datetime.date, str)
sqlite3.register_adapter(datetime.time, str)
__sqlite_version__ = sqlite3.sqlite_version_info
else:
__sqlite_version__ = (0, 0, 0)
__date_parts__ = set(('year', 'month', 'day', 'hour', 'minute', 'second'))
# Sqlite does not support the `date_part` SQL function, so we will define an
# implementation in python.
__sqlite_datetime_formats__ = (
'%Y-%m-%d %H:%M:%S',
'%Y-%m-%d %H:%M:%S.%f',
'%Y-%m-%d',
'%H:%M:%S',
'%H:%M:%S.%f',
'%H:%M')
__sqlite_date_trunc__ = {
'year': '%Y-01-01 00:00:00',
'month': '%Y-%m-01 00:00:00',
'day': '%Y-%m-%d 00:00:00',
'hour': '%Y-%m-%d %H:00:00',
'minute': '%Y-%m-%d %H:%M:00',
'second': '%Y-%m-%d %H:%M:%S'}
__mysql_date_trunc__ = __sqlite_date_trunc__.copy()
__mysql_date_trunc__['minute'] = '%Y-%m-%d %H:%i:00'
__mysql_date_trunc__['second'] = '%Y-%m-%d %H:%i:%S'
def _sqlite_date_part(lookup_type, datetime_string):
assert lookup_type in __date_parts__
if not datetime_string:
return
dt = format_date_time(datetime_string, __sqlite_datetime_formats__)
return getattr(dt, lookup_type)
def _sqlite_date_trunc(lookup_type, datetime_string):
assert lookup_type in __sqlite_date_trunc__
if not datetime_string:
return
dt = format_date_time(datetime_string, __sqlite_datetime_formats__)
return dt.strftime(__sqlite_date_trunc__[lookup_type])
def __deprecated__(s):
warnings.warn(s, DeprecationWarning)
class attrdict(dict):
def __getattr__(self, attr):
try:
return self[attr]
except KeyError:
raise AttributeError(attr)
def __setattr__(self, attr, value): self[attr] = value
def __iadd__(self, rhs): self.update(rhs); return self
def __add__(self, rhs): d = attrdict(self); d.update(rhs); return d
SENTINEL = object()
#: Operations for use in SQL expressions.
OP = attrdict(
AND='AND',
OR='OR',
ADD='+',
SUB='-',
MUL='*',
DIV='/',
BIN_AND='&',
BIN_OR='|',
XOR='#',
MOD='%',
EQ='=',
LT='<',
LTE='<=',
GT='>',
GTE='>=',
NE='!=',
IN='IN',
NOT_IN='NOT IN',
IS='IS',
IS_NOT='IS NOT',
LIKE='LIKE',
ILIKE='ILIKE',
BETWEEN='BETWEEN',
REGEXP='REGEXP',
IREGEXP='IREGEXP',
CONCAT='||',
BITWISE_NEGATION='~')
# To support "django-style" double-underscore filters, create a mapping between
# operation name and operation code, e.g. "__eq" == OP.EQ.
DJANGO_MAP = attrdict({
'eq': operator.eq,
'lt': operator.lt,
'lte': operator.le,
'gt': operator.gt,
'gte': operator.ge,
'ne': operator.ne,
'in': operator.lshift,
'is': lambda l, r: Expression(l, OP.IS, r),
'like': lambda l, r: Expression(l, OP.LIKE, r),
'ilike': lambda l, r: Expression(l, OP.ILIKE, r),
'regexp': lambda l, r: Expression(l, OP.REGEXP, r),
})
#: Mapping of field type to the data-type supported by the database. Databases
#: may override or add to this list.
FIELD = attrdict(
AUTO='INTEGER',
BIGAUTO='BIGINT',
BIGINT='BIGINT',
BLOB='BLOB',
BOOL='SMALLINT',
CHAR='CHAR',
DATE='DATE',
DATETIME='DATETIME',
DECIMAL='DECIMAL',
DEFAULT='',
DOUBLE='REAL',
FLOAT='REAL',
INT='INTEGER',
SMALLINT='SMALLINT',
TEXT='TEXT',
TIME='TIME',
UUID='TEXT',
UUIDB='BLOB',
VARCHAR='VARCHAR')
#: Join helpers (for convenience) -- all join types are supported, this object
#: is just to help avoid introducing errors by using strings everywhere.
JOIN = attrdict(
INNER='INNER JOIN',
LEFT_OUTER='LEFT OUTER JOIN',
RIGHT_OUTER='RIGHT OUTER JOIN',
FULL='FULL JOIN',
FULL_OUTER='FULL OUTER JOIN',
CROSS='CROSS JOIN',
NATURAL='NATURAL JOIN',
LATERAL='LATERAL',
LEFT_LATERAL='LEFT JOIN LATERAL')
# Row representations.
ROW = attrdict(
TUPLE=1,
DICT=2,
NAMED_TUPLE=3,
CONSTRUCTOR=4,
MODEL=5)
SCOPE_NORMAL = 1
SCOPE_SOURCE = 2
SCOPE_VALUES = 4
SCOPE_CTE = 8
SCOPE_COLUMN = 16
# Rules for parentheses around subqueries in compound select.
CSQ_PARENTHESES_NEVER = 0
CSQ_PARENTHESES_ALWAYS = 1
CSQ_PARENTHESES_UNNESTED = 2
# Regular expressions used to convert class names to snake-case table names.
# First regex handles acronym followed by word or initial lower-word followed
# by a capitalized word. e.g. APIResponse -> API_Response / fooBar -> foo_Bar.
# Second regex handles the normal case of two title-cased words.
SNAKE_CASE_STEP1 = re.compile('(.)_*([A-Z][a-z]+)')
SNAKE_CASE_STEP2 = re.compile('([a-z0-9])_*([A-Z])')
# Helper functions that are used in various parts of the codebase.
MODEL_BASE = '_metaclass_helper_'
def with_metaclass(meta, base=object):
return meta(MODEL_BASE, (base,), {})
def merge_dict(source, overrides):
merged = source.copy()
if overrides:
merged.update(overrides)
return merged
def quote(path, quote_chars):
if len(path) == 1:
return path[0].join(quote_chars)
return '.'.join([part.join(quote_chars) for part in path])
is_model = lambda o: isclass(o) and issubclass(o, Model)
def ensure_tuple(value):
if value is not None:
return value if isinstance(value, (list, tuple)) else (value,)
def ensure_entity(value):
if value is not None:
return value if isinstance(value, Node) else Entity(value)
def make_snake_case(s):
first = SNAKE_CASE_STEP1.sub(r'\1_\2', s)
return SNAKE_CASE_STEP2.sub(r'\1_\2', first).lower()
def chunked(it, n):
marker = object()
for group in (list(g) for g in izip_longest(*[iter(it)] * n,
fillvalue=marker)):
if group[-1] is marker:
del group[group.index(marker):]
yield group
class _callable_context_manager(object):
def __call__(self, fn):
@wraps(fn)
def inner(*args, **kwargs):
with self:
return fn(*args, **kwargs)
return inner
class Proxy(object):
"""
Create a proxy or placeholder for another object.
"""
__slots__ = ('obj', '_callbacks')
def __init__(self):
self._callbacks = []
self.initialize(None)
def initialize(self, obj):
self.obj = obj
for callback in self._callbacks:
callback(obj)
def attach_callback(self, callback):
self._callbacks.append(callback)
return callback
def passthrough(method):
def inner(self, *args, **kwargs):
if self.obj is None:
raise AttributeError('Cannot use uninitialized Proxy.')
return getattr(self.obj, method)(*args, **kwargs)
return inner
# Allow proxy to be used as a context-manager.
__enter__ = passthrough('__enter__')
__exit__ = passthrough('__exit__')
def __getattr__(self, attr):
if self.obj is None:
raise AttributeError('Cannot use uninitialized Proxy.')
return getattr(self.obj, attr)
def __setattr__(self, attr, value):
if attr not in self.__slots__:
raise AttributeError('Cannot set attribute on proxy.')
return super(Proxy, self).__setattr__(attr, value)
class DatabaseProxy(Proxy):
"""
Proxy implementation specifically for proxying `Database` objects.
"""
def connection_context(self):
return ConnectionContext(self)
def atomic(self, *args, **kwargs):
return _atomic(self, *args, **kwargs)
def manual_commit(self):
return _manual(self)
def transaction(self, *args, **kwargs):
return _transaction(self, *args, **kwargs)
def savepoint(self):
return _savepoint(self)
class ModelDescriptor(object): pass
# SQL Generation.
class AliasManager(object):
__slots__ = ('_counter', '_current_index', '_mapping')
def __init__(self):
# A list of dictionaries containing mappings at various depths.
self._counter = 0
self._current_index = 0
self._mapping = []
self.push()
@property
def mapping(self):
return self._mapping[self._current_index - 1]
def add(self, source):
if source not in self.mapping:
self._counter += 1
self[source] = 't%d' % self._counter
return self.mapping[source]
def get(self, source, any_depth=False):
if any_depth:
for idx in reversed(range(self._current_index)):
if source in self._mapping[idx]:
return self._mapping[idx][source]
return self.add(source)
def __getitem__(self, source):
return self.get(source)
def __setitem__(self, source, alias):
self.mapping[source] = alias
def push(self):
self._current_index += 1
if self._current_index > len(self._mapping):
self._mapping.append({})
def pop(self):
if self._current_index == 1:
raise ValueError('Cannot pop() from empty alias manager.')
self._current_index -= 1
class State(collections.namedtuple('_State', ('scope', 'parentheses',
'settings'))):
def __new__(cls, scope=SCOPE_NORMAL, parentheses=False, **kwargs):
return super(State, cls).__new__(cls, scope, parentheses, kwargs)
def __call__(self, scope=None, parentheses=None, **kwargs):
# Scope and settings are "inherited" (parentheses is not, however).
scope = self.scope if scope is None else scope
# Try to avoid unnecessary dict copying.
if kwargs and self.settings:
settings = self.settings.copy() # Copy original settings dict.
settings.update(kwargs) # Update copy with overrides.
elif kwargs:
settings = kwargs
else:
settings = self.settings
return State(scope, parentheses, **settings)
def __getattr__(self, attr_name):
return self.settings.get(attr_name)
def __scope_context__(scope):
@contextmanager
def inner(self, **kwargs):
with self(scope=scope, **kwargs):
yield self
return inner
class Context(object):
__slots__ = ('stack', '_sql', '_values', 'alias_manager', 'state')
def __init__(self, **settings):
self.stack = []
self._sql = []
self._values = []
self.alias_manager = AliasManager()
self.state = State(**settings)
def as_new(self):
return Context(**self.state.settings)
def column_sort_key(self, item):
return item[0].get_sort_key(self)
@property
def scope(self):
return self.state.scope
@property
def parentheses(self):
return self.state.parentheses
@property
def subquery(self):
return self.state.subquery
def __call__(self, **overrides):
if overrides and overrides.get('scope') == self.scope:
del overrides['scope']
self.stack.append(self.state)
self.state = self.state(**overrides)
return self
scope_normal = __scope_context__(SCOPE_NORMAL)
scope_source = __scope_context__(SCOPE_SOURCE)
scope_values = __scope_context__(SCOPE_VALUES)
scope_cte = __scope_context__(SCOPE_CTE)
scope_column = __scope_context__(SCOPE_COLUMN)
def __enter__(self):
if self.parentheses:
self.literal('(')
return self
def __exit__(self, exc_type, exc_val, exc_tb):
if self.parentheses:
self.literal(')')
self.state = self.stack.pop()
@contextmanager
def push_alias(self):
self.alias_manager.push()
yield
self.alias_manager.pop()
def sql(self, obj):
if isinstance(obj, (Node, Context)):
return obj.__sql__(self)
elif is_model(obj):
return obj._meta.table.__sql__(self)
else:
return self.sql(Value(obj))
def literal(self, keyword):
self._sql.append(keyword)
return self
def value(self, value, converter=None, add_param=True):
if converter:
value = converter(value)
if isinstance(value, Node):
return self.sql(value)
elif converter is None and self.state.converter:
# Explicitly check for None so that "False" can be used to signify
# that no conversion should be applied.
value = self.state.converter(value)
if isinstance(value, Node):
with self(converter=None):
return self.sql(value)
self._values.append(value)
return self.literal(self.state.param or '?') if add_param else self
def __sql__(self, ctx):
ctx._sql.extend(self._sql)
ctx._values.extend(self._values)
return ctx
def parse(self, node):
return self.sql(node).query()
def query(self):
return ''.join(self._sql), self._values
def query_to_string(query):
# NOTE: this function is not exported by default as it might be misused --
# and this misuse could lead to sql injection vulnerabilities. This
# function is intended for debugging or logging purposes ONLY.
db = getattr(query, '_database', None)
if db is not None:
ctx = db.get_sql_context()
else:
ctx = Context()
sql, params = ctx.sql(query).query()
if not params:
return sql
param = ctx.state.param or '?'
if param == '?':
sql = sql.replace('?', '%s')
return sql % tuple(map(_query_val_transform, params))
def _query_val_transform(v):
# Interpolate parameters.
if isinstance(v, (text_type, datetime.datetime, datetime.date,
datetime.time)):
v = "'%s'" % v
elif isinstance(v, bytes_type):
try:
v = v.decode('utf8')
except UnicodeDecodeError:
v = v.decode('raw_unicode_escape')
v = "'%s'" % v
elif isinstance(v, int):
v = '%s' % int(v) # Also handles booleans -> 1 or 0.
elif v is None:
v = 'NULL'
else:
v = str(v)
return v
# AST.
class Node(object):
_coerce = True
def clone(self):
obj = self.__class__.__new__(self.__class__)
obj.__dict__ = self.__dict__.copy()
return obj
def __sql__(self, ctx):
raise NotImplementedError
@staticmethod
def copy(method):
def inner(self, *args, **kwargs):
clone = self.clone()
method(clone, *args, **kwargs)
return clone
return inner
def coerce(self, _coerce=True):
if _coerce != self._coerce:
clone = self.clone()
clone._coerce = _coerce
return clone
return self
def is_alias(self):
return False
def unwrap(self):
return self
class ColumnFactory(object):
__slots__ = ('node',)
def __init__(self, node):
self.node = node
def __getattr__(self, attr):
return Column(self.node, attr)
class _DynamicColumn(object):
__slots__ = ()
def __get__(self, instance, instance_type=None):
if instance is not None:
return ColumnFactory(instance) # Implements __getattr__().
return self
class _ExplicitColumn(object):
__slots__ = ()
def __get__(self, instance, instance_type=None):
if instance is not None:
raise AttributeError(
'%s specifies columns explicitly, and does not support '
'dynamic column lookups.' % instance)
return self
class Source(Node):
c = _DynamicColumn()
def __init__(self, alias=None):
super(Source, self).__init__()
self._alias = alias
@Node.copy
def alias(self, name):
self._alias = name
def select(self, *columns):
if not columns:
columns = (SQL('*'),)
return Select((self,), columns)
def join(self, dest, join_type=JOIN.INNER, on=None):
return Join(self, dest, join_type, on)
def left_outer_join(self, dest, on=None):
return Join(self, dest, JOIN.LEFT_OUTER, on)
def cte(self, name, recursive=False, columns=None, materialized=None):
return CTE(name, self, recursive=recursive, columns=columns,
materialized=materialized)
def get_sort_key(self, ctx):
if self._alias:
return (self._alias,)
return (ctx.alias_manager[self],)
def apply_alias(self, ctx):
# If we are defining the source, include the "AS alias" declaration. An
# alias is created for the source if one is not already defined.
if ctx.scope == SCOPE_SOURCE:
if self._alias:
ctx.alias_manager[self] = self._alias
ctx.literal(' AS ').sql(Entity(ctx.alias_manager[self]))
return ctx
def apply_column(self, ctx):
if self._alias:
ctx.alias_manager[self] = self._alias
return ctx.sql(Entity(ctx.alias_manager[self]))
class _HashableSource(object):
def __init__(self, *args, **kwargs):
super(_HashableSource, self).__init__(*args, **kwargs)
self._update_hash()
@Node.copy
def alias(self, name):
self._alias = name
self._update_hash()
def _update_hash(self):
self._hash = self._get_hash()
def _get_hash(self):
return hash((self.__class__, self._path, self._alias))
def __hash__(self):
return self._hash
def __eq__(self, other):
if isinstance(other, _HashableSource):
return self._hash == other._hash
return Expression(self, OP.EQ, other)
def __ne__(self, other):
if isinstance(other, _HashableSource):
return self._hash != other._hash
return Expression(self, OP.NE, other)
def _e(op):
def inner(self, rhs):
return Expression(self, op, rhs)
return inner
__lt__ = _e(OP.LT)
__le__ = _e(OP.LTE)
__gt__ = _e(OP.GT)
__ge__ = _e(OP.GTE)
def __bind_database__(meth):
@wraps(meth)
def inner(self, *args, **kwargs):
result = meth(self, *args, **kwargs)
if self._database:
return result.bind(self._database)
return result
return inner
def __join__(join_type=JOIN.INNER, inverted=False):
def method(self, other):
if inverted:
self, other = other, self
return Join(self, other, join_type=join_type)
return method
class BaseTable(Source):
__and__ = __join__(JOIN.INNER)
__add__ = __join__(JOIN.LEFT_OUTER)
__sub__ = __join__(JOIN.RIGHT_OUTER)
__or__ = __join__(JOIN.FULL_OUTER)
__mul__ = __join__(JOIN.CROSS)
__rand__ = __join__(JOIN.INNER, inverted=True)
__radd__ = __join__(JOIN.LEFT_OUTER, inverted=True)
__rsub__ = __join__(JOIN.RIGHT_OUTER, inverted=True)
__ror__ = __join__(JOIN.FULL_OUTER, inverted=True)
__rmul__ = __join__(JOIN.CROSS, inverted=True)
class _BoundTableContext(_callable_context_manager):
def __init__(self, table, database):
self.table = table
self.database = database
def __enter__(self):
self._orig_database = self.table._database
self.table.bind(self.database)
if self.table._model is not None:
self.table._model.bind(self.database)
return self.table
def __exit__(self, exc_type, exc_val, exc_tb):
self.table.bind(self._orig_database)
if self.table._model is not None:
self.table._model.bind(self._orig_database)
class Table(_HashableSource, BaseTable):
def __init__(self, name, columns=None, primary_key=None, schema=None,
alias=None, _model=None, _database=None):
self.__name__ = name
self._columns = columns
self._primary_key = primary_key
self._schema = schema
self._path = (schema, name) if schema else (name,)
self._model = _model
self._database = _database
super(Table, self).__init__(alias=alias)
# Allow tables to restrict what columns are available.
if columns is not None:
self.c = _ExplicitColumn()
for column in columns:
setattr(self, column, Column(self, column))
if primary_key:
col_src = self if self._columns else self.c
self.primary_key = getattr(col_src, primary_key)
else:
self.primary_key = None
def clone(self):
# Ensure a deep copy of the column instances.
return Table(
self.__name__,
columns=self._columns,
primary_key=self._primary_key,
schema=self._schema,
alias=self._alias,
_model=self._model,
_database=self._database)
def bind(self, database=None):
self._database = database
return self
def bind_ctx(self, database=None):
return _BoundTableContext(self, database)
def _get_hash(self):
return hash((self.__class__, self._path, self._alias, self._model))
@__bind_database__
def select(self, *columns):
if not columns and self._columns:
columns = [Column(self, column) for column in self._columns]
return Select((self,), columns)
@__bind_database__
def insert(self, insert=None, columns=None, **kwargs):
if kwargs:
insert = {} if insert is None else insert
src = self if self._columns else self.c
for key, value in kwargs.items():
insert[getattr(src, key)] = value
return Insert(self, insert=insert, columns=columns)
@__bind_database__
def replace(self, insert=None, columns=None, **kwargs):
return (self
.insert(insert=insert, columns=columns)
.on_conflict('REPLACE'))
@__bind_database__
def update(self, update=None, **kwargs):
if kwargs:
update = {} if update is None else update
for key, value in kwargs.items():
src = self if self._columns else self.c
update[getattr(src, key)] = value
return Update(self, update=update)
@__bind_database__
def delete(self):
return Delete(self)
def __sql__(self, ctx):
if ctx.scope == SCOPE_VALUES:
# Return the quoted table name.
return ctx.sql(Entity(*self._path))
if self._alias:
ctx.alias_manager[self] = self._alias
if ctx.scope == SCOPE_SOURCE:
# Define the table and its alias.
return self.apply_alias(ctx.sql(Entity(*self._path)))
else:
# Refer to the table using the alias.
return self.apply_column(ctx)
class Join(BaseTable):
def __init__(self, lhs, rhs, join_type=JOIN.INNER, on=None, alias=None):
super(Join, self).__init__(alias=alias)
self.lhs = lhs
self.rhs = rhs
self.join_type = join_type
self._on = on
def on(self, predicate):
self._on = predicate
return self
def __sql__(self, ctx):
(ctx
.sql(self.lhs)
.literal(' %s ' % self.join_type)
.sql(self.rhs))
if self._on is not None:
ctx.literal(' ON ').sql(self._on)
return ctx